{ "cells": [ { "cell_type": "code", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The autoreload extension is already loaded. To reload it, use:\n", " %reload_ext autoreload\n" ] } ], "source": [ "%load_ext autoreload\n", "%autoreload 2" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-01-22T14:29:48.486027Z", "start_time": "2025-01-22T14:29:45.768027Z" } }, "execution_count": 39 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Wine example" ] }, { "cell_type": "code", "execution_count": 138, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:42:29.037319Z", "start_time": "2025-01-22T14:42:29.007264Z" } }, "outputs": [], "source": [ "from lux.lux import LUX\n", "from sklearn import datasets\n", "from sklearn.model_selection import train_test_split\n", "import numpy as np\n", "import pandas as pd\n", "from matplotlib import pyplot as plt\n", "import seaborn as sns\n", "wine = datasets.load_wine()" ] }, { "cell_type": "code", "execution_count": 139, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:42:29.894113Z", "start_time": "2025-01-22T14:42:29.681867Z" } }, "outputs": [ { "data": { "text/plain": "1.0" }, "execution_count": 139, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.ensemble import RandomForestClassifier\n", "\n", "features = [f.replace('/','_') for f in wine['feature_names']]\n", "target = 'class'\n", "rs=42\n", "fraction=0.1\n", "\n", "#create daatframe with columns names as strings (LUX accepts only DataFrames with string columns names)\n", "df_wine = pd.DataFrame(wine.data,columns=features)\n", "df_wine[target] = wine.target\n", "\n", "#train classifier\n", "train, test = train_test_split(df_wine, random_state=rs)\n", "clf = RandomForestClassifier(random_state=42)#svm.SVC(probability=True, random_state=rs)\n", "clf.fit(train[features],train[target])\n", "clf.score(test[features],test[target])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Without predictor uncertainty" ] }, { "cell_type": "code", "execution_count": 140, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:42:30.881245Z", "start_time": "2025-01-22T14:42:30.445094Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but NearestNeighbors was fitted with feature names\n", "X does not have valid feature names, but NearestNeighbors was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n" ] }, { "data": { "text/plain": "['IF malic_acid >=1.7067009210586548 AND od280_od315_of_diluted_wines < -0.5412150734518947 * flavanoids+2.6793544419044264 THEN class = 2 # 1.0\\n']" }, "execution_count": 140, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#pick some instance from datasetr\n", "i2e = train[features].sample(1, random_state=42).values\n", "i2e\n", "\n", "#train lux on neighbourhood equal 30% instances\n", "lux = LUX(predict_proba = lambda x: np.round(clf.predict_proba(x)), neighborhood_size=int(len(train)*fraction),max_depth=2, node_size_limit = 1, grow_confidence_threshold = 0 )\n", "lux.fit(train[features], train[target], instance_to_explain=i2e,class_names=[0,1,2])\n", "\n", "#see the justification of the instance being classified for a given class\n", "lux.justify(np.array(i2e))" ] }, { "cell_type": "code", "execution_count": 141, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:42:31.135685Z", "start_time": "2025-01-22T14:42:31.051972Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy : 0.8666666666666667\n" ] } ], "source": [ "#calculate decision tree score over this dataset\n", "from sklearn.metrics import accuracy_score, f1_score, precision_score, recall_score\n", "from lux.pyuid3.data import Data\n", "data = Data.parse_dataframe(test[features+[target]])\n", " \n", "predictions = [int(x.get_name()) for x in lux.uid3.predict(data.instances)]\n", "print(f'Accuracy : {accuracy_score(predictions, test[target])}')\n" ] }, { "cell_type": "code", "execution_count": 142, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:42:31.213642Z", "start_time": "2025-01-22T14:42:31.178809Z" } }, "outputs": [], "source": [ "# #prind the uncertain local tree for the given instance\n", "# import graphviz\n", "# lux.uid3.tree.save_dot('tree.dot')\n", "# graphviz.Source.from_file('tree.dot')b" ] }, { "cell_type": "code", "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n" ] }, { "data": { "image/png": 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qa9euKRl3UVHR9Msv1ks9Go2eP3/+9ddf7+joMJlMdrs9NzdXlmWPx3P27Nn6+vqXXnrpueees1qtsQDX5/P9+c9//t3vfudyuVJSUpQGPn6//7333hsaGhJFcZ4Ljc6mDFJpFlReXh4Lmtvb22PF9S0tLTt27IgF3GNjYw6HQxCE8vLyeabG0Wj06NGjtbW1LMva7fb09HSfz9fb2/vmm28ODw//8Ic/TE1Nnf5edrvdBw4cePPNN30+n91uz8/P5zguGo2Oj4+/++67V65cefXVV7du3Rq7dIeGhn7xi19cvHhRq9Wmpqbm5uayLCsIgt/vv379+sjIyO7duxFwAwAAwAMBATcAAADAHJxO55///OejR4+qVKoNGzbU1NTk5eXJstze3n7s2LH6+vojR44YjcaXX35ZqTAdGho6cODAxYsXrVbr9u3bq6ur09LSQqFQU1PTBx98cOHChduVx84pEAh0d3ePjo4aDAabzTY98ktKSlq7dm1zc3NXV9eJEycMBkNKSgrHceFwuLe39/Tp0+Pj4+Xl5RUVFbGib4/HMzU1JcuyyWSavvpiTGy72+2e0d9jPvx+/5EjR2pra0Oh0Pr16x9//PHi4mKWZXt7e48fP37hwoUPP/zQaDSazeZYS5aJiYkDBw6cO3dOrVY/8sgjNTU12dnZoijeuHFDmS6lDcvtDA0N9fb2Km2pp6am2tvbL168ODo6mpmZ+cgjjyxgy+yOjo6+vj6/3y8IgpIDrly5cuPGjatXrzabzXfXwEEQhJMnT/7xj390Op0VFRWxZUIdDsepU6dOnTpVV1dnMBgsFoty++TFF1989tln9+/f//777/M8/41vfKOyslJ5qs8bcPf397/11lttbW02m+3xxx/fsmVLcnKy3++vr6+vra09c+bMxMTEXbyie1FZWZmfn//mm2/u37+fpunvfve707vAW61W5YvW1tb/+Z//6e7uXrly5aOPPlpaWmqxWARB6OvrO3HixOnTp/fu3Zuenr5jxw6dTqcccunSpXfffdfpdJaVlT355JOrV682GAwjIyMnT548efKkLMvhcPjullRVOrr09fW1traGQqHYe0r51mw2T01NXb9+PRQKybKsBO7KtyzLFhcXz/PuyPj4+L59+1atWlVTU1NQUKDRaJR/ZJSLZMuWLU8++WQsgBZF8ciRI2+88QZN0zU1NVu3bs3NzdXr9X6/v6Wl5fDhw9euXfvlL3+ZnZ2dk5Oj1LkfOXLk6tWrGo3mqaee2rJli81m02q1oVBobGysvb19cnJydoU4AAAAwPKEgBsAAABgJlmWm5ubz549y/P81q1b//7v/76wsFB5KD8/PzMzUxAEpXVJRUXFli1bBEGor6+/cuWKWq1+7LHHvvnNb8Yy1oKCgsTExF/96lc3b96c59lFUWxpaamvr/f7/VVVVUVFRdMbbTMMs3nzZq/X+8EHH5w9e7avr6+kpESv17vd7mvXrrlcrqqqqmeeeWblypWxQ2LF4Hq9fs6STJ1Op2wPBAJ3UcPb1tZ2/vx5l8u1adOmb33rW6tXr1aS3xUrVuTl5RFCjh8/fvr06YqKCpvNpoRrDQ0NDQ0N4XC4urr629/+9ooVK5SnKiwstNvtSo+LO5zxypUrv/71r/v7+2Nb4uPjKyoq9uzZs3HjxrtLLWegadpoNFqt1vj4eJVKJYqiz+dzOBw3b948f/78888//+STTyYlJc3Z9/nOHA7HyZMnHQ5HYWHht771rfXr1ysV+jk5OUVFRbIsHzly5KOPPtq0aZPdbtdqtUqKHR8fzzCMKIoWi+XuEnxJko4dO9be3s5x3LPPPvv888/H4uOSkhKj0firX/1q8Su4lWUz4+LiaJqmadpqtc5+dcFgcN++fd3d3cXFxd///vdLS0tj2WteXl5ZWVkoFKqrqzt06NCqVasyMjIIIX6//8CBA2NjYykpKd/5zndiV0VWVlZpaakkSYcOHbrrLiU0TZeUlDQ3N9+8edPv9yuXgSRJSp/0L33pS2fOnOnr63O5XHa7XbngW1paQqGQkoxPfzvfweTk5MaNG3/wgx9kZWUpT5KVlZWent7Z2dnV1XX69OlHH3009nYeGBh45513/H7/Cy+88J3vfMdiscSuzOLi4ry8vB/96Eft7e11dXWpqanKPYCmpqZIJFJVVfXtb397+v75+fmPPPJIMBhckPcRAAAAwCJAwA0AAAAwUygUUkp3U1JStmzZkp+fH3uIoqjS0tJt27bduHGjq6vr5s2bGzdu9Hg87e3tY2NjpaWlMyqIOY5bv359S0tLd3e3sozbncmyPDAwUFtb29LSYrFYtm7dWlxcPGMfk8lUXV0diUQOHDhw5cqVy5cvK9sZhikrK3viiSfWr18f641ACOF5XhAEMq1/9wwcxykJWmzP+ZNlubW1tbe3Ny4urrq6urS0dHpdc05OztatW9va2np6ejo6OjZs2GAymXieb21tHRwctNls1dXVOTk505+wqqpq/fr1XV1dd+hSkpSUtHr16tTUVEmSgsHg+Pi4wWDYsGHDmjVr5ixRvwtlZWUpKSnFxcVpaWkGg4Hn+aGhoStXrtTV1fX39+/duzchIWHXrl130c6lsbFxcHCQpumdO3eWlZVN7z9jtVq/9KUvtba23rhxo6mpac2aNenp6QvycgghPp+vubnZ7XaXlZVt27ZteiMXhmF27tx57ty5sbGx+Vyli6yzs7O1tTUSiTz77LNK543pj9pstkcffVRphuNyudLS0miabm9v7+3t5Xl+x44d5eXl07PauLi4r3zlK/X19V1dXXc9pNLSUq1WOzIyMjIykpGRwXHc1NRUb2+vKIqPP/54b29vS0tLe3t7fn6+Xq/nef7mzZuRSEQ5ap43RRiG+eu//uu0tLTpjcUzMzNLS0sHBgaUVS5j20+dOjU+Pm42m1944QWz2TzjFFVVVatXrx4dHa2rq3v66aeVgFs5XKfTzdnvPlYIDwAAALD8IeAGAAAAmMnlcg0PDwuCkJOTs2LFihmdKFiWzc3Nzc7OVpbp83q9IyMjw8PDsizn5OTk5ubOeDZlrUWLxRJbSe8OxsbGDh48ePr0aZqmt23bVl1dPSOxlWV5ZGTkxIkTx44d8/l8xcXFVqtVaVEyNjY2PDx85MgRmqYfeeSRWIIpy7KSYVEUNWe4Ftsuy/LnbUwciUSGhoY8Hk9JSUl2dvbsqs/i4uKMjIzu7u7BwUGXy2UymTwez/DwcCgUWrt27YyFOgkhHMcVFxfb7fY7BNyVlZUFBQWCIPA8PzEx0dLS8tFHH9XW1no8nmeffXbFihX33l3hueeeYxhm+v2AvLy8devWZWZm/va3v+3v7//www+Li4tLSko+7zP39PR4PJ6EhISioqLZazaWlpba7fabN292d3d7PJ4FDLgHBgYmJiYkSaqoqJjeq1phMBhKS0s//vhjp9O5UGdcKC0tLT6fj6Zpp9N57ty52Ts4HA5RFAOBgNPp5HlerVa3t7cHAgGKotatWxfr1RNTUFCQmpo6/RMAn1dxcbHBYBgfH4+14VYacFut1szMzJUrVyqh/GOPPabX62MNuMvKyubf1dpkMhUWFs5YmpUQkpGRwbKsy+USRTG28erVq5FIxGazNTU1zRncK3F2d3d37A5WXl5eY2Njc3PzsWPHSkpKEhMTzWbz/PN3AAAAgOUDATcAAADATF6vV0lXzWZzrI3DdLHtXq936hPK9jlXOFS2f2bA7XK5Dh8+XFtbGwgENmzY8PTTT8+Oyz0ez6FDh959911BELZv37579+6ioiKdTufxeJqbmw8ePHj58uWRkRFJknbu3KmUYcYKt0VRnB6KxQiCoGy/XYn3HXi9Xq/XK0lSYmKi0WicvYPNZlO2T05O+v3+6V8kJSXNTnjvsD1G6WuhfJ2Zmblq1arCwsLXXntt//79PM9/85vfzMzM/FyvYrY5GyVrtdovfelLLS0tY2Nj165dGxgYKCwsnBHQfyaXyxUMBvPy8pS+HDMe1el0SUlJGo3G6XQqjWUWitPpDIVChBC73T69wD8m1rxiuRkaGgqFQoIg/PznP7/znl6vVxAEtVo9OjoaiUTUarXNZpudETMMk5aWdi8rhSYnJycnJw8MDMTacCtfVFZW6nS68vLyI0eOxNpwX79+PRgMfq4G3ISQxMREjuNmx81arZam6UgkEqu8liRpYGBAEITu7u5/+Zd/ucNzSpIUu4O1c+fOa9eu3bhx4z//8z9LSkoKCwtzc3PT0tKSkpLS09MNBgOSbgAAAHhQIOAGAAAAmInneaU/r0qlmjOQUqvVynZlT6WUWNl/dpqm7D/n9ukmJyePHj26f/9+p9NZVVX10ksvrV69enbG1NLSorQj2L179yuvvBJLwJOSkmpqaoxGo9frbWhoOHnyZEFBgVJfrNFolNGGw+E517oMh8NKgWdsz/mLRqNKTahGo5nzNca2R6NRZZZih6jV6jlLrTUazecqwaZpes2aNUpjk1OnTq1fv35GY4cFFBcXV1RUdPHixZGRkfHx8XA4PGdYfAeRSEQQBJ1Od7t7CVqtlmXZSCQy592IuxaJRJRwU6vVzjk5ynkX8IwLJRgMiqKoVqsLCwvvPNtWq1W5ZxAOhyVJUi6kOYNavV5/d2uEKhiGKSkpaW1tVdpwJyYmKg24lRrt0tJSnU4Xa8OtZN82my01NXX+M3y7kcc+bBHbIoqikqRbrdacnJw7nyL2Jq2srPzWt75VW1vb29s7MDDQ0tIiCILZbC4pKdm8efPmzZuzs7Pv05sIAAAAYGEtx19hAQAAAJaWst4duWPJsxLR0tPE9p8dMMVKpG/H4/GcOHHi/fffHxoaqqioePnll9euXTtnutTV1dXX16dUiWZnZ894tKysrKSkpLGxsbOzs7+/Xwm4ExISlFbRU1NTSun0DFNTUz6fjxBiNBo/b1NphmE+c66U7bE953/I5xpGRkaG2Wzu7u5WCn7vojv2PCUkJCidWILB4F0sVKi8fJ7nb9cNRnkoNksLhWEYJRsVBGHOU99hSHdHluUZEa0kSXN2fL4zZeRarfa73/3u9Ib4syUkJCh3aFiWpShKeaWzh0EIiUajdzGS6crKyv785z8rbbjj4uKUBtzFxcUajSY1NdVmsw0NDbW3t+fk5LS1tYXD4c2bN9+/BiDKvxWFhYX/9E//dOdPP0z/mMWOHTsqKyubm5s7Ojp6enrGxsbGxsYuX7588eLF69ev/+AHP0hOTl7YixAAAADgfkDADQAAADCTXq9X4lGlA0liYuKMHXw+n9frje0Z21/Zfof95+T1es+cOfP73/++t7e3rKzspZde2rhx4+1KmAOBQCAQsFqtcza40Gq18fHxHMcFAoFYgwuDwWC1WpWuFxMTE7PzvvHx8cnJSYqikpKSTCbTZ87PdHq9XqfTURTldrvnTM9j2+Pj45UOGHFxcUonYrfbHQgE5jxkzu13FgtwYwXp90k4HFZub3AcdxfxnxLCTk5OBoPB2T8LnufdbnckEjEajffSQ2M2o9GoVO+6XK5IJDL7BsDExEQ4HL7Hs8R+CjzPz351Pp9vzlVMb9cdXmGxWFQqlc/noyhKadzxmcMwmUwcx3k8nqmpqdn3nCRJUrp1z24ZP3/T23AHg0Gv12u1WtPT05XK65KSkra2ttbW1pKSklgD7ns53R1wHGcymRwOx/j4uNFoTE5Onn+MbjKZtm/fvn37dlEUh4aGrl27dujQocuXLx8+fHjTpk1PPPHEwl6EAAAAAPcDbsgDAAAAzGSxWGw2G03TDoejv79/RqWnJEmDg4NDQ0McxyUlJRmNxsTExKSkJELI0NDQ4ODgjGcLh8ODg4O3W7vP7/efO3funXfe6ezsLCoqevnll7ds2XKHfiZKF5RIJBIKhWaXOUcikWAwKAiCSqWK5YAMw2RmZiYnJ7tcrv7+/hkxNM/zPT09o6OjBoMhLS3tzuWfsxkMBpvNptPpBgcHlZU5Z+ygPAnLXf0AACAASURBVDkhJCUlRUnPLRaL1WplWba/v39sbGxG1bAkSb29vZ93qUNRFMfGxpQMVK/X379ULhKJ9Pf3e71elUplNpvvIrLMyMhISEgYHx8fGhqaHSgPDQ2NjIzwPJ+RkTFjfdF7pPxwKYpqb2/3eDwzrupoNHrr1i2lkP9exMXFKWny5OTk7NsMXV1dc966UO4T3K6kOj8/X6/XC4LQ0NBwhxtF0+Xm5mq1WkmSbty4MfuMLpdrYGBgznY982e325OTk1mWbW1tra+vD4VCJSUlys0eQojSq+T69ev19fXBYFBpaXKfAm5CSElJiUql6u3t7erqmvMWwmdS/pXYs2fPq6++qvSBaW5uvq83igAAAAAWCgJuAAAAgJkSEhJycnIsFktfX9/Vq1ddLlfsIVmWR0dHP/7448HBQbvdnpubq9FokpKScnJyDAbDrVu3Ghsbp6eEkiTdunWrqalpzurmYDB46dKlt99+u62tLT8//+WXX962bdudU7DExESLxeL1ejs6OsbGxqZngpIkdXV1dXZ2CoKQmJhoNptjDxUUFOTm5oqi2NTU1NbWFkvGZVnu7e1tbm6enJwsKCjIy8v7vF2YaZrOz89PTU0dHR1taGhwOBzTh+R2uy9fvtzX15eQkJCXl6cMSafT5efnJyUl9fb2NjU1TU5OTn/CoaGhq1evjo+PzziRIAhut3vOdRclSerr62tqapqYmDCbzSkpKfeYJHq9XqWp8YztPM+3tLQ0NjZ6vd6srKzU1NTPbK0+W2lpqc1mi0ajZ8+e7enpmX6XIhQKffTRR4ODgxzHlZaWzrlg6V2z2Wx5eXk6na65uVlpGB17SJblGzduXLt2bc6r9HOJrVTZ0tIyI0YfHh6+ePGisnzrDBqNhmEYpfR+9rSvXLkyPT2dZdmTJ082NzfPWWYeDofHx8djgWxJSYlyj+qjjz5SFmCM7RmNRo8fPz4yMnKPLUoYhikuLtZqtTdv3mxoaFAacMdW6Yy14T5//nwgEEhKSrLb7fevxfn27dsTEhJ4nt+3b19/f/+cHX6mpqYmJydjD42OjipV9jN2M5lMyv2Ghe1XAwAAAHD/oEUJAAAAwEw0TZeXl69Zs+b48eOnT5+2WCzbtm0zm82yLLtcrpMnT9bV1dE0XVVVVV5eTgjRaDQVFRVlZWWXL18+fvy42WyurKyMj48XBMHhcPzpT3+6ceOGWq2eUTEaDocbGhreeuut5ubmtLS0p556au3ataIozqiiZVlWpVLF+nEXFBQUFBQMDw9fuHDBZrNVV1dbrVaO48Lh8MjIyKFDh1paWlQqVUlJyfQO3Tk5OWvXrr1+/Xpzc/ORI0fUanVqaipN0+Pj4wcPHmxqaoqLi9u4ceOdGxzfzsqVKysqKgYHB8+cOWO1Wh977LGkpCSapj0ez4ULF06fPu3z+bZv315aWhorrF6zZs3ly5dPnz597Ngxo9G4efNmk8kky7LT6Tx8+PCNGzdmnyUUCp05c0YUxby8PIvFoizSKEmS3+8fHh4+cuTI1atXCSHr1q3Ly8ub3r6c5/mpqanY5Hu9XiW5c7vdDodD2ajT6WKlx4SQK1eu+Hy+rKwsi8Wi1+s5jlN+Lj09Pfv27bt586ZWq62urs7MzLyL6SoqKqqsrOzt7b1w4UJqairP88ragz6fr6Wlpba2dnx8vKSkRLmE7uL5b4dhmO3btzc1NbW3t+/fv5/juLKyMoPBEI1Gh4aG9u7d63Q6WZa9u/rfmPT09PT09K6urrq6uqKionXr1hkMBp7nx8fHjxw5crv6YpvNplarnU5nW1ub3W6Pi4tT6qCV4Ds5OXnnzp2Dg4N9fX179+4NhUJFRUVGo5FlWVEU/X7/5ORkT0/P1NTU7t27lQZBKSkpW7ZsUW57HDhwYPfu3enp6SqVyu/3t7W17d+/PxqN3nt36dLS0kOHDinLjcqyrDTgVh6KteFubGyMRqObNm2KFXffD+vWrdu4ceOHH3546tSpxMTEmpqatLQ0g8FAUVQ0GvV6vU6n8/r16+np6Vu3blXeHe+///6KFSvS09NNJpNOp2MYhuf5ycnJDz/8MBwO0zRdWFj4udZ6BQAAAFgqCLgBAAAA5pCXl/fEE084HI62trY333yztbV1xYoVkiR1dHQ0NjYGAoGKioqdO3dmZGQo+5eWlu7atWtkZKS1tdXtdq9ZsyY9PT0UCjU3NzscjvT09MnJyb6+vumncDgchw4damhokGXZYrFMTU0dPXp09kgyMzNXrVoVK8desWLFo48+Ojg42NPT89Zbb7W0tBQWFup0Oo/H09LS0tbWJghCeXn59u3b7XZ77ElUKtXWrVv7+/s/+OCD2trawcHBsrIylmXb2tqampp4nt+2bdvWrVs/bwNuRUpKys6dO0dGRhoaGt55552bN28WFRWxLNvb21tfXz8xMVFYWLhnz54VK1ZMn97HH3/c4XB0dHT89re/bWlpycnJEQShra2ts7MzIyODoqgZ08XzfF1d3blz51asWLFixYqkpCSNRsPz/OjoaEtLS09PD03TFRUVf/VXf5WVlTX9QI/Hc/z48a6uLuXbWPFyXV3dwMCAsrGysnLjxo2xSW5oaKitrbXb7fn5+UoDFiUF/vjjj4eGhgwGw6ZNm2pqapS+NJ+XVqvdvXv36OhoXV3de++919nZWVpaqtVqHQ7HpUuXRkZG0tPTX3jhhby8vAVf32/t2rU1NTUej+fKlSsul2vNmjXJycl+v7+hocHpdBYUFNy8eXP65xXugk6ne+yxx7q7u3t6el5//fXW1taUlJRgMNja2jowMFBUVBQMBmeforCwMDk5eXh4+A9/+MPw8LDNZlNC2J07dyqB9e7du0dGRmpraxsaGvr6+iorK7OysrRabSQSGRsbu3XrVkdHx+rVq6urq2PP+dRTT3V1dZ0+fXrfvn09PT3l5eUGg2F0dPTs2bMGgyE/P7+tre1eXikhpKSkRK/Xj4+PS5KUnJysNOBWHmJZVmnDrRTFl5eX37/+JIQQjUbzd3/3d4FA4OLFi7///e+bmppWrVql1LD7/f6hoaHr168PDQ29+uqrmzdvVg7Zv3+/3+8vKSnJzc1NTExUq9V+v7+rq+vixYvRaHT16tWbN2++iw8oAAAAACw+BNwAAAAAc2BZdvPmzbIsHzx4sLOz89y5cydOnKAoSqvVWiyWdevWPfXUU+vXr49FkDqdbseOHYIg1NbW9vf3Hzp0SJZlrVZrs9kee+yxtLS0Y8eOzUhsnU5nrAN1U1NTU1PTnCOpqamx2+2x7FWtVu/YsYOiqKNHj/b29jY0NJw7d05ZRk+n09lstoKCgj179qxdu3ZGPJqdnf3cc89xHHfp0qUbN27U19cTQrRabWJiYkVFxVe+8pWioqK7nq5169ZJkmQ0Gq9fv3716tWzZ88qQzWbzZs2bXrmmWc2bdo0vS82TdPV1dXRaPTw4cNdXV3Hjx8XRVGj0Vit1vXr169fv762tnbGdKlUqvz8/MHBwfHx8e7u7kgkwvM8RVEqlcpgMOTk5BQXF+/Zs2fVqlUzUjmv1/vRRx+dP39+xpgvXbp06dIl5WvlrkBsktPS0tLT08fGxvr6+qLRaOxEcXFxxcXFlZWVTz/99L0E0MXFxS+//LLBYGhqarp+/fqVK1dkWeY4zmg0VlVVPfnkk9XV1Qtbvq1Qq9Vf/epXZVk+ffr0wMDAH/7wB0KITqdLTk5+8skn09LSRkZG7jHgJoRUV1ePjo4eP358xil27dq1atWqvr6+2adIT0/ftWuXIAj9/f1vvfUWz/PK9pKSEiXgNhgMr7zyitlsPnv2bH9/f11d3bFjx0RRZBhGq9UmJCQUFhZWVlYqzaMVKSkpf/u3f6tWqxsbG5U22SzLxsfHZ2ZmvvDCC9evX+/s7LzHV5qampqcnDw4OCgIwvQG3IqysrLa2lq/3680M7mvATchJDc39/vf/35ycnJzc/Po6OiBAweUhi0cx+n1epPJtHbt2vz8/NjHFNauXdvT0zMwMNDW1haJRARBYBhGp9MlJSWtWLHi61//ut1uX/BbLAAAAAD3AwJuAAAAgLlptdodO3bk5+c3NDR0dna63W6KosxmsxKlpaWlzWg4YLFYnnnmmcLCwsuXLw8NDYmiaLVay8vLKysrPR7P5OSkyWTKy8uL7W82m9esWTO9U/acVq5cGRcXN31LQkLCnj17ysvLm5qauru7JycneZ5X0uGCgoKKioqUlJQ5k6mioqKkpKS1a9e2tLQo/bstFktJScmaNWtsNts9TBVhGGbz5s05OTmNjY1tbW0ul0uWZaXv9rp165QGyjMO0el0Slm30qQ7Go0ajcaioqINGzbQND0yMqLRaAoKCmKxuF6vf+6556qqqjo7O0dGRqampoLBIE3TBoMhJSWlqKiotLTUaDTO7gKh1+urqqqmR5+zKelk7NuampqcnBxleUylHzdN03FxcampqeXl5UVFRQaD4V6mixCyatWq9PR0JXsdHx8XBMFgMGRlZW3YsCE7O3t25WxmZubWrVsFQbjHxtxms/mVV14pLy+/evXqyMgIIcRqtVZUVKxdu9bhcGzevDk3N3dGsllQUFBdXW0ymWZk7mvWrDEajdMbTyv0ev1LL71UWFionIKiKKvVunr16rVr13o8nk2bNmVnZ2dmZk5vf0HT9Je//OXMzMympqbh4eFQKKTc+DEajbF9EhISXn755U2bNjU1NXV1dXk8Hp7nlaU+MzMzi4uL8/LyZoTIRUVFP/jBDy5cuKB8rkKj0aSnp2/atCk/P59hmKmpKZZlZ7y5PheGYWpqaqxWazQa3b59+4yroqysbMeOHZOTk2q1es7u9jabbdu2bV6v12KxTJ/wsrIySZLsdvuca6VmZmZWV1eHQiGtVjvjoZycnH/+539uampqbW0dHBxUmh3p9XplkYDy8nK73R7r3vPDH/6ws7Pz1q1bsYtcpVIlJiYWFBRs3Lgx1okbAAAAYPmj7nFxFQAAAPhM+/btU6oml3ogAAAAcN/h//sAAACLCbflAQAAAAAAAAAAAOCBhIAbAAAAAAAAAAAAAB5I6MENAAAAAJ+irN84nw/XsyyrUqliXX2/mHiej0ajSs/oO6NpWq1Wz+7FfHckSQqHw6IozmdntVrNcdzsBuWgCIVCgiDMZ0+O41QqFfpTAwAAACwfCLgBAAAA4FPa29tbW1t5nv/MPVNTUysqKhITExdhVMtWd3d3a2ur3+//zD2NRuOGDRuSk5MX5LyRSOTs2bPKQpGfqbKyMj8/f8YajBBz/vz54eHh+dylUNZxnb3AIwAAAAAsFQTcAAAAAPApFy5c+M1vfhMIBD5zz0ceecRms33BA+7Gxsbf/OY3DofjM/fMy8tLTU1dqIA7EAi89957ly5dms/O//iP/5iRkYGA+3b++Mc/XrhwYT43dZ5//vn8/HwE3AAAAADLBwJuAAAAAPiU3NzcHTt2hMPhz9yzqKgoISFhEYa0nGVkZGzZsmVycvIz90xOTjabzQt1XpVKVVVVFR8fP5+ds7OzOY5bqFM/fFavXq3T6ebT76W4uFilUi3CkAAAAABgnqj5dFcEAACAe7Fv376vfvWr+H8uAADAFwH+vw8AALCYUMENAADwxSWKkiDMa4U6mI1haEKIKH520164ayzLyLKMSb6vOI4RRUmSkMTdRxzHCoKIuPO+UqlYnhcWbY5VKhartgIAACwTCLgBAAC+uHhe9PvDiFzuAkURnU5FCAkGo5jA+4SiiMGgFgQpHOYxyfcJRZH4eG04HI1EcK/rfqEoYjTqAoGIIOBWzf1CUcRiMfh84XksFLpgp1uMMwEAAMA80Es9AAAAAFhKyA3vjiz/ZeowgfdPbIYxyfcPLuNFgOldBIt8JeNnCgAAsKwg4AYAAAAAAAAAAACABxICbgAAAAAAAAAAAAB4IKEHNwAAwEPF5/N1d3f7/f6cnBy73X4Xz6Asg/ZALIamLPCFZb4AYkQiRWVRkEWKUCqK4SiGIniDAAAAAMDDDAE3AADAwyMajba2tr7xxhsej+cb3/jGnj17Pu8zyLIsigLPRyVJXOYZN0VRNM2wLMeyHDJuAEIIL4tuITDJBwNClKHoeE6TqDLoaRWNT20CAAAAwMMLATcAAMBDQpKkgYGB+vp6mqatVutdPIMsy4LAh0L+aDRCUdQyT41lWZZlmWU5nc7AceplPlqA+00m8oQQ6PNPBISosmUiHAhpo1k6i45WoY4bAAAAAB5WCLgBAAAeEpOTkxcvXoxEIjt37jxz5sxdPYccjUYikZBGo1ertTS9rKs+ZVmORsOhUCAcDnKciiC/e0jhzsU8RYkwFvIGP0m3FeNhv0mt09Acc5s3CKZ3EWCSF4EyyRRFFuejR/iZAgAALCsIuAEAAJYXnudDoRDHcVqtNhwOj46Oer3exMREm812h8Q5FAp9/PHHvb29u3btikajt9ttBoah1Or/+2VAksRIRKmJ1rMsd6+v5P5jGEaSBEIIx9EMs9i/1bAsTQiZPoGw4GiaZllM8rwEhahIyww7M3jjKZHhaDU99xxSFKFpiuMY5TMQkizzkhiVBEJklmJUDMtQy/pG1wOBoghFUSoVwzCYzPtFSZxVKhYBNwAAwBcQ/loAAABYXkZGRq5fv15UVJSent7R0XHw4EG3211QULB79+709PQ5DxFF8datWx9//HFhYWFlZeWlS5fmeS6apqdHh6JIMQxD0xRN0w9Exw+apiiKomlKpWJZdrF/q1GyKmSv9xXDKBfjA3A1LjmOYliWZiRm5naGUalY9e3vACkBN8PQMiFePuwS/N5oWJIlHauysgaTSsci475nFEVxHMuyy3phg4eAWr1IATcAAAAsK/iTDAAAYHnp6ek5depUXl7e1NTU5cuX+/r6Vq5c2dHRodPpvva1r815iN/vv3r16o0bN3Jyck6ePNne3j4+Pt7a2pqdnV1aWnqHcJDnRb8/HIsDJEmMRHhJkkVRpqgHICQQRVmSZEEQfb7wIldwUxTR6VSEkGAwijzlPqEoYjCoBUEKh3lM8mejZEaghKgoTpssFcMwIh0ORqOyMPdBFImP14bD0WhUDMrR3sCEM+wXJIkQQhEyqp7K0VsTGC2WqbwXFEWMRl0gEBEEaanH8tCiKGKxGHy+sLQoc6ycbjHOBAAAAPOAgBsAAGB5iUQiPM+bTKaxsbHR0dGamppdu3YdOHCgp6fndoeIoqjT6dRq9YkTJwghbrd7ZGQkHA7bbLaSkpI7V7/OyA0RI86TLBNZXrx+r19MytwqUw2fiZOZJE1cVBK90bAgSxQhKoZN0sTFMRpKvu0/Av83yUR2RvyTkaDwSUAoE+KJhMdZv1aj0izvjvzLHC7gRRC7khfzdAAAALBMIOAGAABYXjiOE0Wxr69vZGTE6/UWFRUxDMMwjCiKtzskISHhiSee2Lp1q/JtQ0PDoUOHtmzZsmfPnsVZKFImskRkQZYIIQxFMYSmFmjJR7/fNzQ0ODHhoigqKcmWmpqm1eoW5JkBHjqUhTWwesbJ+kNClKaoBJU2URWnodj5vB9FSp6KhqKz/p3xREN2taghD0BTfgAAAAD4YkLADQAAsLwkJyebTKb33nuPEGI2m3Nycqamptxut8Viud0hDMMkJCQkJCQo31osFo1GYzKZTCbTIgxYInJY4qfEUFCMyjLRMFwCq9HTqnvvaRAMBhsa6uvqPvL7/bIsW63W7dt3VFau4ThkbQBzoAllYnTxeo0oSxRFWMLcoXZ7JlkmhFCEzK5MRa0qAAAAACxnCLgBAACWl6ysrF27dp08eVKv1+/YsSM+Pt7tdiclJaWmps7zGSwWS0VFRUpKyn0dp0ImckiKDoU9oyGv0tmAoSiLRp+hM8fTmnus4+7r662r+0iv17/wwkvRaKS29s8nTx5LTU1LT89YoOEDPIQYmWYI/XljaZrQ8SqNh59ZxB2v0qiomQtXAgAAAAAsHwi4AQAAlhedTrdhw4by8vKJiQmO4wRBSE5O3rVrl1arneczFBUVFRUV3ddBxkhEdvPBWLpNCBFleSIcUNOsXqdiyd3nYrIs9/f3BoPBnTu/VFBQSAhxuZzHjx+9dasdATfAgqNkyqqK8/ORiUiAlyRCCE1RelaVqDJwNAJuAAAAAFi+EHADAAAsLzzPDwwMXLlypaOjw263v/DCC8FgsL29PTk5ubCwcKlHNxMviwExGku3FaIsB0U+IgvsPRR+CoLgdrsZhrHZkpUtZrNFrda4XM57GjEA3IaOUmXozGqG9fMRSSZqlrVp4oy0jrnndkMAAAAAAPcPAm4AAIDlZWxs7PDhw62trTRNT0xMfPnLXw6FQo2NjXFxccsw4JZv159XlmVZvpcOJYLAR6MRjmPVarWyheM4mqYikcjdPykA3B5FSByt0elUUVmUicxRDEvoz9HFGwAAAABgKSDgBgAAWF56e3t7enpeeeUVn8939OhRQojZbDaZTP39/Us9tDmwFK2mGZqiJPn/gm6KEI5m77GtAU0zDMNIkiR+0hFYFCVZJgyD314A7iNGprVKyTYWlwQAAACABwE+bwgAALC8hEIhiqLy8vJiWyiKIoTwPL90g7otltAJrDZBpaWpv5R5UoQYOLVZpVPd2310juPi4uJ5nne73coWv9/H83xCQsK9DhoA7o1M5Kgs+MTwlBgKSVGRSDLicAAAAABYIqiBAgAAWF60Wi1N04ODg7IsE0JEUXQ6nQ6HIykpaamHNgeKUAmsNlNnGqWZkCgQIqtoNlFtSFQZqHtpUEIITdMpKXaW5Vpbr6Wmpoqi2NFxk6KorKzshRo8ANwFicg+MTzJB93RgCBLBlZtVunNrI6jmHt81wMsLEqWaDFKCREiSzKrllm1RGhC4SoFAAB42CDgBgAAWF7S09PT09M/+OADjUbjcrnq6ur6+vomJyd37Nix1EObG0NoM6uPM2gisiDLRE0zKsIuSM6Vm5tXUFB4/fq1SCTM8/zAQF95+aqcnLzPPhIA7puwzPcHJyciAaUxkS8amYwE8+ISEzkDg4Ablg2KSGzIw/qcJOAmkkh0CZLezMclSYRBxg0AAPCQQcANAACwvKSnp9fU1Ozfv7+1tTUSiRw+fNhsNtfU1FRWVi710G6LIpSKsCqKXdh0y2pNfOyxXQZDXHt7G8MwmzZtWbduo06nW8hzAAAhFCG0LBJZJhQlUTS50ztZnuADXj48ve1+RBTGI754VqOjuDseC7B4OD7IjHYS3+Rfvg94ac+4KpMJ65fjx6EAAADgXiDgBgAAWF4YhiktLc3IyOjp6ZmYmNBqtVlZWXa7fanHtTRSUlKeeeYrSz0K+CKSiSwQiZdEmcgsxXAUTRPq4UxvRYGO+DivhxKiMsOKmjhJpZdoZs4XK1HyVDTES+KM7d5oOKoVtAz3ME4QPJCYqTHid39qEx+hnIOMzixS7MP5XgYAAPiiQsANAACw7EQiEb/fr9FobDabLMsTExMTExNGozE9PX2phwbwhSAROSBF3HzIJ4QlWdKyKhOri2c0LEU/ZG2mKSLJ3glmrJ9MjhMhStEMHWeSLOm83irRc/+lwBJ69hQwD93MwAONpgjxuog8a+1Tv5sRoyKzwJ83AgAAgKWFgBsAAGB58fl8zc3Nly5dcrvdgiDIn/x9XlFR8eKLLy7t2AC+IMIyPxjyjId8oiwpW9yqYJbeYmZ1d24zLRNZJrJMEYpQlEyWf+bLilHKNSBPjhJBIIQQSSRTLlqSGU4raeJnV7nSMm1UayejwZDIT99uVGtV9MI03wdYGAwzx8bbfDQBAAAAHmgIuAEAAJaX7u7u9957TxTFoqKi6f2mv7BdSuBhRckiJQqUJBCKlhlWothlsvKbTMkTkYA7Eoil24QQbzTsYv16WqWjVXMfRWSeiH4x4hMjoixpGS6O0WgoliHLurSZjviosJ/MaDnidzNhr6jSz1nEbeb0Xk3EFfaHRV4mhKVoA6e2qePU1Fx5IsBSkGRCEpKId3LmtZ1gERjVMn5HAgAAwN1AwA0AALC8uFwuURRfffXV4uLipR4LwP1CSzwb9NBBN8WHCc3I6jhBbxZVOpmil3poRCSSlw9HRGHGdi8fjqqF2wXcYZkfiXr7AhPjIZ8gS0aV1q4zpmjizYxeRTHLN+PmIzMTQEKILFEiT6bl+9OpCJupM+tYzhMJibKkZVVJGkM8raHJ0v/sAGLEuEQmwUX8bsJHCSGEYYg2TrJkSARF3AAAAA8bBNwAAADLi0ajsVgsHMct9UAA7hdKFjm/ix7vJQEvITIhhGI41mInlkxBpVsO2RP1l/98qoEvTVGEIjIlk1m9R0RKGo/4bnnHx8JeZQHG0RAfFnlBEjk9Y2I+o7HJUmLVStMGmUgSkWVZJoSiGZYwHLn9zQY1YVNVJps6XiYySxhaXq6vDr7AooxWZS+gJkeooIdIkqzRy2Y7r05Ytu9FAAAAuGsIuAEAAJYXs9msVquPHj3q8/m0Wi31SdOG+Ph4dCmBhwMrhCnPSCzdJoQQkafco7Q2juI08lJ3umBkOo7TuKPB8CdF3BShWJrWcFxAigq8pKE5Dc0xhIrF3FFZmIgGPNEgP60a2hMNWdQRnxg20Gpm0SvTKSIRQsnKl7cnaeJkXbwc8IeFSFQSBFmiKFpliKc1OkLPsZjktOcnnIyeJLCsRVk9lZTLihFKlgVGJVH0crh/BgAAAAsOATcAAMDyEo1GBwYGrly50traajabafovudjKlSuff/75pR0bwMKIhqhoeEZ9NOEjTCQgSoI459Jwi4gilEWlDwgRZ9gflUSKEDXLsgzt58OecJAiVLxKY1PHmVgd90nvEV4SeVkUZ/X0EGU5JPACKy1iqibTkkBHQ7QQlgmRWI2s0t6hv7nAqCVLeiQanpqMRCJRmWYklTZqMDJEtMqimqKWwxu3sQAAIABJREFUb3MVgHmQCcUzmqUeBQAAANxfCLgBAACWF51OV15eXl5ePmO7yWRakvEALDhKlufcLssyuc1Di0xLcWlak4pmfXyYUJRIiVPRsChKStrrDPlDAs8YaDOrU7awFM1SNP3pEJkihKYoFcMyi7h4JiNGOb+T8oyRoJcQmeiMktHGG6wSo4rVrspEFoksyRJFUSxFRwwJo+aUAEVT0ZDEqiIawyShhcAUx2isnGH5NlcBAAAAACCEIOAGAABYbvLz8/Pz85d6FAD3kazSEE49s8k1y8kqnUwvi99OKUIZaLVOx/GyGKWkXp9TFuXptcx+PjIlhOIYjZqiCSEqijOyujhOExEF4ZM6bj2n1rGqBFbDUYv0oihZYv0uarSHhAN/2RQdoyN+jmGjeqvS+0Ukkl+MeMUwL4kMRekZtY5TDYq8T61nNHGiJAmyRIhEZBKUeFGWFr+5yu1IRBZlSSYyQ9E0QWk5AAAAAPzFsvgTAgAAANxut9vtzszM9Hq9fX19s3cwmUxZWVmLPax5kmVaFilJIESWafYO/RDmLxIJj4+Pj4+PBYOBhARTTk6uwWBYkMHCkhM5LW2w0JEgCQf+UrLNsCQ+UdSZpOURcCtomVYTWpCigjRHYXlYFET5L71HWELb1PERmWcoeioakoisptk0vTFFk2Cg1YtWBM1IPOUZI5Hgp7aGArR/ktYkiCwjE9kjBvsD7qloSHlNOpZLoRNkmYiSJJBPtViZ60V/8hCReVmISIIkyxzNqGmWIfR9TZyjsuAVwwExIsqymmYTWK2W5mhypy7hAAAAAPAFsYz+hAAAAPgi6+3tbWpqevHFF3t7e/fu3Tt7h9WrVy/PgJuSJSYaYIJuOhoksixzWkFnFDVx97hU4NTU1JUrl5qaPu7r601NTfv2t/8/gyFvocYMS0uiWMGYwtA07XVRQpRQlKyNE40pono53sNgCDVnFTNLfSrSNdCqXF2imdNP8kFRluI4jZHV6mk1e5+T3+loiaf4yBxtXiJBIgqEJVEiOIKeqWhQ+mSXoMCPBr1qmmVpmpf+L+CmKUrDsPRcd6okIk+JoYlowB0NCJJk4NQWld7CGVSfdCRfcAIRR6PeoaAnJPDK2CwafabOEkerUccNAAAAAAi4AQAAlgWz2ZyXl0fTtNlsXrNmzewdlme6TWSZiQY4Vz9xjxBRIIRQNMPFW+jErKjWfC913BzHZWVl2+2pV69eGRoaWrgRw7IgMmrJlMbEJdJilNC0yGpEiiXLMqxU0UwCp/FGQ1FJnL4xjlVz9PS7OJSacMlcQoo6gRBCFq6duExkUZYisqA0DFFTDCfLFJFlipEpevqkyRQtM+wck8iwhKIJ+f/Zu5MeybLrTvDnnHvvG21y8ynGjByopMgMUhRalIqkSEhVpKASSQhIoNUQBDTQG0ELrfQNtNJCm170RxBBAWqyJEFDFyl2kSWpGiqCCUFMDplkKhkRGbMPNr3xDqcX5uHh7jF5+pyZ57dyN7f33rVnFh7m/3fsHCiDLXxbB8fABDjv9WGDHySpdd61zXzJCnEhznsqUfCYZL9ie73c2GjKeYl36eyoqaCHK6aj4VgGhI59dbMYVd7Ovw3M96tZokySDOOTav8ihBBCCCHOLHlHKIQQQpwJzz///DzCXllZ+fznPz8YDOI4Pu1FPRuxU7O17XQbACB4mKyjSVTc8ergD2FhYfhLv/TLAPDOO9cl4H5fYiCnU9DpgfeAHDBYcg2EwMqwjo6kPc4exLQSd9rg1pui9R4AYqWXk85AZ4/tPcLh0dsOjoErtpu2XG+K2tuMcIFoFSi3likOac+blB8UmAcdUz7AcgKufbgLZThfYGUYuAl26usNW/rgNalE6UxFMehcRWkSJVS1wSFgpqMLaT+n6NH6aAZYb2eTtt7ZwKQN/n49HahEE+25SsHADkIbvGevkaIDNDNBWG/KnVcX5tbq2fm4d3xl40IIIYQQ4r1CAm4hhBDibLl27do3v/nNixcvnjt3bjgcDofDfr+fJMlpr+vx0Ftqiofp9lzw1JTkmsME3EI8HXLQzUTN1nG2Ac5CkofO0OWLXqdHnnFnGF3Jhl2TTG2DAD2TLpjUwElEqw7C7Xpyqxy1wVOwVTUZtaVLulfqJvVB9Zdx8Tkb5fMCbQ+KBufQ1jhdB9sCAJiYe0suWwikHYQ6uJltKtd6Dt61iDCIsijSEeqlJF+Nu5Y9Aib4xBg6IE9s7R5J8ae2admne4vwuWa7bsvNtqy9TbXum2zJdBLU+z91DGyDD7C3Ht5z8Ed7MUEIIYQQQrw3ScAthBBCnC0hhDt37rz++utKqcXFxeXl5YsXL54/f/7SpUtXrlw57dU96kmNGI6uQYM4KcgemQGRkfjMV8VqW6m167h5B+a1vcWYphtm1XP/QlDRUR8NYzDnTX81YgRAPrmTU4RmvZm1wSMwtSVW0+DtXYZhlMW2pLV3VJT4hcvbD9lGHVh5kbI+lhMGgLzvO4teJYA49fXUNrmOp66prW2DD8wAvJzlZWhbShIwCZqnrwcB9FbR9K5/4Hs6ks85CLeayc1iZIMHgEkL61S6PFyM+xGqPWF4gMAACIgAO3eFgB0TbTTU8q4i7lxH5nCN/oUQQgghxPuDBNxCCCHE2fLKK6/88R//8b179958883vf//7r7322te+9jWt9auvvvqHf/iHp726R5BmEyPSrr4MiKwj1s9IysTZgRzIVaqakq2BlE86PsqDMmezKTYAIDDN1nG2CTs7V7Q1Tu5TOgjpca2cTjDaBgBEmNl2ng4jh61ZkQC1rau065UiZ3E2ou7KjkwfrclxIaOBB4CAan6tAhFmrpm0dc8kdbAA0AbnORhSiTJvTe5XqX0+WUzRPL22mhiHcbbZluWOLigIsBBnMe2ty56G5n41tTueIxfC7Wq8YFKj0u27eghlaGe+8SFEpDsqTkgT4NaTyLAUdUZRtd31GwBipVeTXvxuKsGFEEIIIcT7lQTcQgghxNlS1/X6+vrGxgYRXbhwAQAWFhY2NzfzPD/tpT1GIOOzBZ1vQDHeyrgRIemEedGoeC9ADrqe6M2bML4HbQ1EOh/Q4kXbWTlsKTQzBYe+BQ6gdFDRnqGIB0bsoJ6Crff+oJqSrTDtP+njA8gBvUVvAYC1YTLbDazPIGZQiFsZLgcIfl43TUjIjPO01zWPtv1mQL97+iIzECIzT21rSA/jrPJ23vejsO1mXZbOdnVy3vT1s56gBZMtJ521elZ5y8yaVNfEK0k3eqSeemabR5uZVM7WwXZVMu9g7iGsu+JWNR41lecQKbWU5JeSQU7J9hOTUXQpG2hUpWsDsEEaxvmS6agz/NwJIYQQQogTIwG3EEIIcbZcu3btL/7iL+7fvx9CyPP8ypUrv/Vbv/WhD31oHnafNYzkswVceYE2b2FbAzDrmPsrvr96yNwwhNC2rbW2aRrvXVkWRVFEUWSMFIYfMRWsGt2C9Ztb1dAhwHSDglcq5s7SgXuVIAfVzHSxgdUEgoMoDfnQZoOgoqPIuBGQAAhgd36KiuGJLzwMTldjVWxgUwAAJ7nvLLuky6fW6YIp+K0LAKRYmfBI446uiRNtam8BCZQBrIG5E6e59+Q9AECcMu3rLX3PJKkyU19PXb3ZFKW3bXALceaCL1zrOKy3xZLKNT3jqoZh9Vy60NHRZlu54HMdL8WdDkW0+8wjgnpcM3QEwB23V2yvF5vjtpp/23p/q5gQ0pVEbxdoI+NQd7qdpAytDyFRJiFDjFK+LYQQQgghQAJuIYQQ4qy5d+/ev/zLv3S73U9+8pOf+MQnVldXh8PhYDCI4zM6sDGQtp1llfXJ1sAcTOxVcviq2LqufvjDH7z55o9/8IPv371759vf/n+vX7/2yisfe/75F45k2WIbtgVW0129PgCgnFI5omzg6YBXFJQt9fp13Ly9PYOUsg2z+oLtrIT9BbJPEVBx1odoDerZrh9kPY7TJ4TybKqRuvsWzDbnDeIRUfcnsPKiS/qnUcfNyta62KBqBK4FE4e07/LhvF/29p0yjJbj3AdfuBbijLxNgS+YtFtV5D2YhLtLrPdVaJ9jvJR0GnYNOw/s2KfK9EwytfWsbbzmsa18uq+xjRHoc6a/HHUDsAZ6bFNyZujqJFG62T2EtmuSlCJ60Dhl1JT1jm4nc/er2WrUjdXD1wkyRKAj0lsp+tF1+GdgB8EFD4CG6EnTNYUQQgghxJklAbcQQghxtrz88su///u//9Zbb928efPWrVvD4XBhYWF5efkjH/nIRz/60dNe3eMxklMJHGlPEmvtnTu3f/jD17XWzz//wt27t0MIly5dPsJDiC3Owu4IEgCAA3kL7AEOEnATBDVbx+narj2XExrfo7gb4u4hlgsAwIAhH1J/isGDrYEZSEGSh/5KMNljN1HB4ug2FKOH40+ZYXxfpT0f5Xz0cymfQXlrRjdx7Qa0W41WKErM6vPcv7izMwwBnY/7iTLrTWGjJE66y8BLVWGUgzzh/orNl/Z5wUABXYwHidJJo2tvY6UzHRW2LZ1FRGQgRHxczfUTd8j09NL3TEVLccdzKJ0NzASYanMh62c7On2XofWPxNWt9449Ax931hyAp6Ee26r0LQKm2gx1nj3I34UQQgghxHuCBNxCCCHE2bK6uvrlL3/ZWnvnzp1//dd//Z//83/+4z/+4927d1999dUzG3Afh35/8KUv/faXvvTbp72QDwBtQGlgBgQgBUQAAIysIzho7w4KDqvJdnT7UDVFW8OhA24AcDqBpcsqSnC6Ad5BnHJ/2WbDJ6W95BpqKgi7K5SZsa3QWzjxgFvXExzd3XWK2ho3bqt0wKnZWYSuQS3r7tDkAYJmjmyN0Yx7IcS5j3JP+pktXxjYQ3AcEHDJdLpxkmjzk/G9W+W48lYRJmQ6Os51TEdaya6YLqaDRJmNpmiDj0gtJp2hztSOZiaZigj3tpqJtdKoTqCSesbN28X65oPxlQiwmtbP54sZRlLHLYQQQgjxXiEBtxBCCHG2bGxsvPnmm/fu3btx48a9e/dGo9HFixc/9rGP/cIv/MJpL028T5kUkxxnG8geAIEDoOI0d0knPKNC95Q5nfnhZdU/hxAC6YD6KR3DEZ6UA/NRNrzYH0SAcrxzSCYDMHAoJ6GehqQDD9pPb1NM81zYGgPm2VcI5ok2ABNSHezYVZW3iJiS6UZxBDpV0UKcZd4ZpSJUwyjv6eTIK5cNq3NRbynKA7NCUow7nwZmWDDZmi42vQ8PngVCXE46KZljL9/GcLscjZoqPCjqZ4A71bQXpbEx+t0UswshhBBCiFMkAbcQQghxtly7du0rX/lK0zSDweDFF1/87Gc/O58wGUUnXWEqPgiQA9oaiVQUUTnm6RjamuOcl59Db9FbPtBMyICaky6aeG8Rd9plc4BWNls9nh/NrxnIqX21pw86oihDGu3qNk7EcX7y5dsACMDbuToDW/Z1cB6wtUVtZ7nOUjL05IGZT8HANduxqwvfMDMQVM6Om3reC1shnst6sTLn4l5PJ7W3ylAEWgP1dKIOdMTHrgG3HiYAgwY1/wIePOzt8DolcyHtE2LhGs9sSOU6Ph/3DR773ykWwripPe9tOz621Yrp6iM6FUIIIYQQ4rhJwC2EEEKcLcvLy7/927/9pFD7/v37a2trL730kuTd4kgoX9PmTS7GzMDVFMoJIEEIYTpCvK6VsZ1lfveNSgJS6C5hM8PNuzAfIYgESR66S8Gk+98PM5NvdT1B2wARm9TrhIkOkLl7iqi/otoSZg8ybqW5M/D5QlAn/ZaYmTntgYnnJ8dyGNu6cC1lvXVv16frg6S+ki7kFO+/ihk5YHDIwRLcbafvFJMmuAA8dmWqzcBkKpDn4JlvF5OXBku5jlwIpDAymh0v6LRHiTpc0fQ8qa+Cdew1UkIm2lGK7iE0wdXBMkBCOiFNQMS0ZDodHU9c1QafqairkwhOoj/Jkyr3mU+6ol8IIYQQQhyGBNxCCCHE2XLp0qVLly496af/9m//9u1vf/uP/uiPJOAWR4KqCRZjDBZmG6GcARlghraGqIVyQsUmpQOvD9KoxEUZLz6nVITlGIPnKOHeiuvsdyIiAAAw1KUe3eX7N6EugBTkAxqcc09utP3UfaHLFwGAonvQlAjMSScMzrl0wEddq4vsMThgBqUZ1WMbp4S0T70ldJZtXbim9JZN0g5WJjqqg79bTnIdxbE2+3q7zuRbXY2pmmBwFYYAoFG1AB585e2oreKOiUkHDwwQgCtnL6WDpagzcXWSmIR1CkYxHSZWZuAytPfb2Vozq72LSS8k2bmom1FMgB7CuivuN7NxWzFwzyTLcWeoc4OKADOM8igCgJPMljWojolL3/odR0WArkmU9CcRQgghhHjvkIBbCCGEeC9p23Y6nYaw9zP1QhwAIkBTQVuDQgjh4QBGZvQWOYBrMbiD7ZyBXNzjlYxci+yDjjyZdxUlE3vcvB3uvA1lsXVTXShb8armdIF3RJAITN6SrdC3jBR0EkzCuLfQO6CynRWVDZSrIfigI6diPtKxigCsXK3KMdmKgIEoqMibNJg0qGjnsZyKYfE5pUwo1ptSOe64zmAj65dI8xLimWusCWYfq1PBmfEdXLsOVREgNLbsxRkuXbxtkpZxXqY8sdVy3CXEeZjLzIopp3ghSbvdtKratvXPOMyzOAg369HtauJCAIDGu6mtXe6vpMMEzchXP5utT20zv3PtZlPb6K5a0Nm8bPzky6YV07m0Vwc7but5G25C7JlkaPKDNYcRQgghhBCnQgJuIYQQQogPKgbQBpQGCLCzZBUR5ukwKThc/utRe3PAN5zK1TRd93u6eE9HqrMR4o5/0Dibgtd2Zka3aPMW1AWbmPurdnDBZQuBzJ59MjN7D00J9UwxY5T4dOCj7ABtWJ6w5sZs3sTN2xQcuQbKiQYOvVW/cM4Nzruos/NAzmS8fIUHS9Xs/jj4MVAZwnZ/jMCB9zf9UtcTXH8HqhkAMDAHb6cbHW06wwuVUppUG5zf2i/OG5qnyszbbR/hxbIiNBtN6XbskQHuVbPlqGOMvltPynmzmgcqZ9ds0VWJOuhrjIE9BAYgQAI8QPn5QKfPZcN7NK29ZYBUm/Npv0PRkQ/bFEIIIYQQx0cCbiGEEEKIDygGCGmPsh7XU45SNDHMC2xNwibmKA1JN5zCAMYtaBvwbm9lLwd0DQQ3nwyJHEw7ie78BN75ERQTAEAd4XRD1wVc+HmbLjASckD2wAykyDV68yZu3IKmBABSmgYruHTFxb2jKOVmXazjxi2EQPUUNu6AbRgA2wbrmfaWl150UbZdV07BUj31rihsvdFWrTKgInhQeJ6qSO9jSYgAxQjs1mUAAjSkCF2YbnT6y1NtMh059h0TIwMzE2IvSvo6O3Cs/CSlax8d2GiDb9hZ8KWz/pEi7Wlbh+SAEXsLbuqawjcBOCbT13GC7zqYJqYl3el30zY4AIhJH7JPixBCCCGEOHkScAshhBBCnDVMwaNr0FsgYh0Fio66k8aWEOWhv4rATIQcYDYCDpz1uDPkhfO+sxToaEqbD4CfVD+OtH278rWe3od716Ccbv3UtVBMUN1RvWUfd5hB1RPVzDD4kHSonsLGTWiqrTt7Bxu3lUnCYuJ1csgFK/Yw3QDbkNEwG8GDdhzQ1ugsj+5TZxFNMi/iJnZmeo/WrqumXE6z0rdjCC7tBZMBYsfECyYz+6wr93a7EhsBcx23ITQcKARkyFWU6ehc2g2enQqJ0ufTflfFR16krOkxkyERkIAIUCPhI1MdI1IHW4QFf6eZ3CxHlbMMoImWk85z6TA7UPG1YbV1qmW6pBBCCCHEe5AE3EIIIYQQZworV+tig6ZrUBegDWd93112Se+o2mjsFFC53irEWShHqr+CtmbnWMehs+CzodMxnF41K5uUkxzUJvgdrS2iNCRdVlu9R6gpsSnA212F3q4lW0NbaVtgMcb1m1DPgFl3+lROQtsEZR62ZGHGcoL9Bg4dcCMHDA5IQVuD39G7nANwANuotnLs58+jbgpafwdmIwRYVNpHJvK29i6kWptsNe0NdLqfTtDMAEkHdLR9xAh1zySViWyS51GaIy4n3YFJ5m2mYzQajqVIuauTTEfzXh/belGcqygCNYyzmWuaHadFIQ7jXMFBXtUjX75TjCpv59+6EG6Xk0SZS/EgQvkDRwghhBDig0Xe/wkhhBDvJf1+/7nnntP6bP0PzgDMHMLWlDYkPHx4NplMbt26ORptWmuTJFldPXfu3PkoOrV2GSeGgtPTe3T3Z/MeGgCAkw3dlLzyoou7xxE3B1RtMsCkR8DzHs0MEGDvhMaT51UUBufQtrB5H5wFRIgSXjjn8mHYzvq9gxAes1RmQFTFiNdvzptTAwAED+WYnOW0z2rHP6IdFdCHEVBBnEE5AVa7eporM+9mzqTmS0UELEfbT7Guy/M+WkiyBlSIOzpf1GD2n0GHfIj5Brp2nnEjQBZl8cpl6p/vKhORjkEjHHvjjQT0uaTLwFPb+BCIMFPmUjZIySDjStytvN1oisY7BohID6J0QWf7acOyByOv1UX7yPjTtWa2EnUNPqaQXAghhBBCvI+drT+PhRBCiA+soijW1taecocsy5aXlz/84Q+vrKxkWXZiC3smZm5dKGvXWs8MxlCW6MQoPFzK/fbbb/3X//p34/HYe4+I586d+4//8QuvvPIxomPp1HF2KFvSZG07+gQA4ADTdZUNQpSHYyji3joIkD+mXR8UA0JvkXUUTA71DFFxZ8HlQ6/jh/cxMesI4gS1AbdVzwuIHKeQZFxNd55JDoGVwbbC4HYF3HEGau84ygMIqHxvWVdTdgqjFOoSOIDSnGRMGtKOTzq81fIFOXinDSCQ9+Qc2ja1bYoYuis2pUD44CQwA8/nKD4pt3UmhaXLihRWE2APpDkfcP9CqvPkeDrbPBYCLsfdREfrTdF4G5FajDs9Fc+nWSZgns+GPZOM2yoA9E0yNHmC+gBhNAO3wYdH2om03gfYe6GCgQMwPPUECiGEEEKI9zQJuIUQQogz4e233/76178+/zqEYK0FAKVUCIGZlVKf+MQnXn311cXFxcXFxUc3L4ri+vXr9+/fb9tWa728vHz58uVer3fcy2aA1oW1cb05rr1nACDCXidaXkjTWB8mTIqi6KMfvfryyx/u9fpvv/3WX//1X37rW998/vkXu93uUS3+jGpraKu9N9oW2xKDA3VqHbFPBSplk55dipE9AAZUvDujDFHuo0z1ltB7mG2CbYEIOgNefcHnC1BMcUdpNrctZD1gv2sfUcqdYTAxHAWf9HF4CasRM6PSUBdsopD2Oe3y4iUfdxkIACy7WRxXWRqsynzoehc1DQW/Nd7zQSpt2ZehLUMbmBMyHRVFj0uEGdCmAz6XUVtCcKAjbzJP+uRr8BXTgNJ+lgRgAkDGnWuIwZyP+itRd37PAx8FAXMdjah0u0Pu3EQadpVvW/CFb0rfMkBKpqNiqe8WQgghhHj/kYBbCCGEOCtCCABQVdX169cnk8mVK1d6vV7TNDdv3qyq6sqVK0/Zdn19/Tvf+c6Pf/zjtm0BoNvtfvazn/385z+fJIdtK/x0zDwr7Xa6DQAh8GTWGk1xpNQhirg/8pFXPvKRV+Zf93r9H/3ohz/72duz2fT9H3AjPmayIiIgnnrPkNMSgB4/bRLAqwh7q0AESRdnG1AXYOKw/JxfuMAqIhOD0g/bYQcXTELDCwCI3gMwqyj0V1xnOdDRvCsOqGxvhbO+6q/Q8nMwG7FzbBLuLbp8GMgAgAV/r53edXXZlFzPMh2txPkFUnnbYH/Zx915wG3B37ez29V4auvAnGqzknbPx/0UH9u9BJ2KIT2amP6QkFE96bXKoPbRWPyZ+1+JO5O2GrU1P5gLGSm1mvSiHR9xsODvttPb1XjWNgyc6Wg17Z2Pe/GBysaFEEIIIcSZJQG3EEIIcSZcvXr16tWrAPDGG2/81V/91cWLF7/0pS/1+/2qql577bXvfOc7586de8rmvV7vV3/1V7/whS90Op319fWvfe1rf/M3f/PRj370xRdfPNZl+8CN9dvp9lwI3LTeuaDMEZQbM/P6+trGxsZwOOx0Ooff4RnHUcZJjuVk19TEKOW4+6C7hdjFRR0exCFfwOFFJAIdhcBQl+THSiuIk1DOtu/MzNxfBRNhOYbgIRuEzlI40lmaDGR1anUKyVD1LyJ7RuVRPTgEb7jiRrFZOktJB4EL29xoyqizEHWXqLcadAIADDxy5Y1ic+aa+W5LZ2/MNg2p81HfHGgw4/tJR8UXs4GhaektMxtSi3E21JnacSFk0xXXZxvbgygL116brcdKrZreE/N3IYQQQgjxHiQBtxBCCHG2vPPOO7dv3/7d3/3dfr8PAGmavvLKK2+88cZ3v/vdL37xi0/aajAYDAYDAGDmbrf74osvXrt2rSzLJ93/yPCuGPbZt797o9Hm//gf/zgeb/7Gb/znbvfYm66cumDS0F1STQXVFLwDRDAJLJzzneHxNeA+y/bzMQBPxscDACD2utxQm7dgug7WQtZBpSjrcGAGBmWouwDAvHGHqykEhrLQznL/vI9yPobQ06MG1LtvCetNUXnLgMGkpCL2bRvcZt4fdFaNSix7Zk+Ea82s8u2ubZkntl4wWYDAAApJAx2yGPkIBsKeBmJaibr9KC1cE5hTHaVo1I6OKAHDvXrW7B5E6ZnXm2JRd9QJtiaH9+xJfm+Zn2TEI/uvZz+HE0IIIcQZIQG3EEIIcbYg4nQ6feuttxYXF9M0tdbevn375s2bWj/jf21r7Y0bN37605+ur6+//vrrr7zyyqVLl56+iVIYxw93GwK2LXmPRPv9610pjAwRYdjRDBcRjCGj6fARwObm5ne+899+8IPX/8N/+PQnP/kre3aICIioFMWxVurP2TsNAAAgAElEQVSk39VoTQCw8wQe1Y5VfFFlGY/uQl2C0tgbht6KNukHsOyUiLR+FydZ1QVt3oTxfeAABFDPME5Ud8h5n3UEUQb1DO7+jMvp1gbNDNYbiiKfZXwUcyafqWYOyKSAYJ7GEoABgFqbGXHgcraV2JppaJh457RWhapme9/NECAwJ8oMdNoziT7ElQ9EIEJz6Kmwj2JgG7wNHhg0kaGj+I2wWwJmEKcAj8k0G3Yeg3okyW7AKUPxyf66mP+miiKl1Pt8Ru4pmr+4okhLwC2EEEJ8AEnALYQQQpwtly5dunDhwte+9rWbN28uLy8XRfH666/fvXv3y1/+8tM3bNv2jTfe+Mu//MvZbNbr9T73uc89swE3Ee2MDr1HpdQ8i9ln2qUV5qnpZKYobWAGAERMY93NI63pkAnAaLT53//7f/ve9777yU/+8n/6T7+RZdkj60dEIKIo0s+8AHDk5lnVMQTcAKAhPg+9RXAtkEITKfqADZd8QCki2u+rEQFgPANbAAFsN3p2LZQTXLoIC+fQexjdBlvDzpyRPdZjDec53vsCOw7sOYvM1Gu/O4eLjF535bgtG+8BINOmDG0giGirRpsQY6UK15ZVS/NHiDCN8w/FK2kU0SEufswD7qPNXhlg5pv1upjZlpkzbRZNp2uSk7tI4yGPojK0e85zJ0qSSMcn/usCEY3RWp9I+PoBFscnFHALIYQQ4kyRgFsIIYQ4W1544YXf+Z3f+eu//ut/+Id/aNtWKXXu3LkvfvGLn/vc556+YZqmn/vc5z7xiU/cvXv3G9/4xje+8Y3nnnvulVdeecom1vrZrN6OA0LwTWNDYO8Zcb8hQRKppYVUKWzbAABaU78TdTPD4VA5w+bmxre//a1/+Zf/7xd/8X/51V/9NURqmlYpRfQwhvOeQ2Dn/HRan3AFNyJkWQQAZdkeZ56iAQAaC2CP7xhnFiJ0OrFzoa7tfk4yIZvxmMoaGBARgAGRA0NZhsnUqp4KVk1nWDd7t5xO3XTmfHQ0TyVCgOA4AIACUojAuPOnOcfkZ5V7+KBipcDDqC0b7wABGNrgItRTV3sO86mMqdYTW9feaSB6EN/fqsdR0CEZRAd9V48IvV5a123T+Mc9FCZ24D0gMGlGtc9GLjW018qNu9XUhgAAhLgY5y/kix2KT2bAIyL0MFnzRfvwPLNRKkczKxuLHhlObGorIgwGWVE0zoWTOeIHECIsLnam0zqcyDmeH+4kjiSEEEKIfZCAWwghhDhbjDFXr1596aWXbt68ubm52ev1zp07N+/H/XRElOd5nufnz58viuIrX/nKj370o6cH3PDIR/sPEPARYic1WaytCwxgFCp12NptAPj+9//tv/yX/7vb7YUQ/umfvgMAy8srP//zH1lYGB5630eAGZhPrt/rB9P83PK++7kzI5gE44TaEr0F9oAqKMMmZh0xIKMCbQAJeHcGpmPGoyn8ZOAmuLGrCt8G4JhMXyc5RWq7opxhaPI6tWt1UXvLABGpYZLb4AMwIzsODOwDdU0CUYIMwTMDd6OkbmbEu+rZGWDcVqtRN6J38a6egT0Ez0yIGgie8A8fOahmqssRtiUghijz+dCbjB+s4ElhNyOvNcX9urAPssbAfL+e5SaKYx3hY5bKwA5CYFaI6tCNxeePaGjyImk3mrLyNgAjQqJ15e2dMMlV1NepAXUyabv8ljgB278uTvJwQgghhDgjJOAWQgghzpYQwmg0+slPfnLr1q3BYPCxj32saZo33nhjYWFhZWXlSVtNJpPRaNTv97XWRVFcu3bNOdftdk9mzQigCFV0lF00jDHPPXcFAH7wg+/Pb/nQh16+fPnyGQm4xRnEAJD11FjBxm0oJ8AMgNQdwMWXbZwzKo9EnUVVjKGePdxMGe4Mg3lGP599asHfasa3y3HtHQAQ4DDJr2QLPZVudxExoC7GCwOTTW0dmDsmyY15pxoVdXunHFfezjdcTjtXOourcdd57wPnUWS93/TVniOGdxm1eQgz35ShQfYRQ6Yi5zU/Zh9smom69zaM1yA4ACBStHiBFi8HQHQNAAWTBJ0w0bwUmoFb9lWwFv16WyACIe78IMdGU56Leo8G3BbcxNVT33gOEemeSjoqokPH3JrVc+nCMMrHthr7qgneeX9zNg7MidJXOgurpq/xCMJ0IYQQQghxuiTgFkIIIc6W8Xj87W9/+xvf+MbNmzevXLny8Y9/fH19/e/+7u+uXLny6quvPmmr69evf/Ob3xwOh8aY0Wj005/+9KWXXvrYxz52kis/Wp/61Gc+9anPnPYqxHtNcFxO0FkgBSEAEdsGmgqCB2AGDN0lshWO70FbQWAwEXcXXWcp0L4mTAZgy65h55kNqpi03pXD8qYt7lbTebo9v/9aPcu0yWOlGQEYSAVUGqhP6SDZGpDIzIF5vZnN0+35hner6TDOX0wXuyYBBg+8qauZbezuFgxdE+u9kxSfiIFHrrxbjaCa5k0JrmWlonrVZMuACezYj2JPGzdhspVuAwAEj/evx8DeWS4ngAT5wA/OuWwhkGaAia/X7Gy9KZtgK28jpSKlWu+3M+7H1uJ7CHfb6Y1iVLoWABCgH6fP58OByg7fsFux6lOaJdFkVs/qxj+o3K+9uz7b7PaTnkoPeQghhBBCCHHqJOAWQgghzpZ///d//6d/+qdf+qVf+tSnPvXaa68BwHA4zPP8jTfeeMpWeZ6nafrGG2+0bdvv9z/zmc986lOfunDhwkmtWojTR8hQjgMSdofY1uAdaMMmCW2LTYFJj1E5FcPic5QNsBxB8JD2fDbwOt5PO+YAPPX1up1ttGXrfW6ixShfNJ0E9Tzj9sibbVX7XQ3TNWJoCmzq2LUQQohSnw58lDGqh+3vgStvEXBnybMh1XrvQph38CbA5aRT+najKedBLQJ0TDyM8gj3++GJFtydZhJX0+7GLR6vsbctwHTz1sK5D6nhi16n8KD/iXINlBN4kNQDADBTPcGNdwA1OAcAUBeqKeD8h206qNFfLzfXmllgZuCxrepgL+cLiij4re7eXZOYR7L4aajfeZBuAwADjJrqFk2yPErQHEl5deGbSVP73X1pKu+KYDuUqP2NMBVCCCGEEGeWBNxCCCHE2bK5uRlC+M3f/M3XX399fkuSJHEcT6fTp2z1wgsv/MEf/MGJLFCcPuSA7IHn5cB0YrPy3i3kQL5F1wAHVoZ1HEgf42r5Qb9qnYBOAICBAzACAwec9zABcBRBvoSdRQQM76a7R832nWrzfj3zzABQOTtu6tDh83HfgJofzu8erooAfYDh+H5UTMBaACClqb+My8+7uMcP014mgFQZG7wNHgE0qVxHe5LrLiWXskFEqvQtM8SkV9PuQGXbMyefqfQ2CiEd3eXxfX4QXrdNae9dS5NB6J7j7f4hvLf3CbHHesZxApF+2H5+NlLlpos7m6Ga2Hr+4BEw11HbuvWmWI27CjEwZzpajjt69yNChFFbtWHvfMuNpqjSfqzMkbxW/OM6sMC77+4ihBBCCCHOJgm4hRBCiLMFEZnZ2odFoLPZbDQa5Xl+iqsSZwaTa3U9oWaGwQeT+LQ/Lwc+iUMHDxyAKKB6Zk6N7HU1VtP7WIzAWUjz0F1ynSWvk2PKuBmI4w7oCJxlYMehCc5xUFHsFRKEne1EmPHdhpubthzb2u8IRW3w600x0JlRCgAUUK5jo8r2Qc1yRLRQTdLxPQwA8+fIO9i4o6M0LCZebzf+RkUqACOAJlJEqTIZRl2TmB3PLAEOVd7rJE1wDBDjngYpjz8rHpiBEZAAPYc8OKimvLM0GyC4Fusp5kv8YFhlUIaiBKrpw4GcwQEzmBhg93DVtkT2U1u7HTl1hLpv0jrYzESkiQBX0+5ApeqRLN6yZ9j7VISw+0LB4SSkDVG9O0VXSAnqI5iHK4QQQgghTpsE3EIIIcTZsrq6urCw8K1vfQsAiqJ44403rl+/fu3atV/7tV877aWJ06d8YyZ3cP0dqGbATMpQfxmXLrtkwPtuxHwAFCw1M1VPydlgIp/0fJQzPS3m1m2h167B6N5WQlpNqRjr1cD9C/tseP1uMUDIBtRdBNe2tprYunRt0BEn2TjYvJ2uRN0YD1hCHpBntml358IAMLNNHWxXxSp4cs0qcKlozTvHAIgdpKSYpCHoXZMVGYoR9s/Dg4B74mvPARka7xwHAHDKd9N4Kc5j2vt2XbPS+7ue4SGUoZ25pmVvUHVUbJRiALenNBtRIaH3O2Nrr2LVX8G2nL/SAABIQWfAOma3OyomDYiGFCJuJ9UImFLUNcn5pN9RcYzagHpsFt/RsUZysKt/SGaiiNRRhc8JmcU4b4NvvAMABlaIi2mWq0gmTAohhBBCvA9IwC2EEEKcLc8///wnP/nJb3zjG0VR3Llz56tf/WrbtlevXv30pz99/AfHef04725We2Yxh7DVY+IDkVIhBFVs4vo7UD7oV+MtbN5R2vBy6vRxjcsjdma2RmvXoRhD8KQ0dYe09JzNhk+qHCcONF2D2SbsfC01FU3WKF0IybEE3ADgTYrDS0hYjO9UhD7JXd4f5wsbzulyFJNZMjkd9NWiiQjJ8654VxEpROVrM12n2fpC8MGoWKmpjj2ZBa0H2iSo9h7UtfhgPx7D3WoybZtBlBFi5S0DaKRhkvd1puGAtfkBeOTLd8rxZlN6DoS4EGcX8n4UZxAlrprOY2tCSJWJyWCUAj08FgO63qoOASf30TUAwDpio/10BL7ZcVIiTntMeiHK1prCtrtOzjDO+yrNMHrSIplhwWSDKF2rC/fgpRKROpd2Uzyy9FkxXUoXEHHcVi07x4EQUxUVviVFET4+eRdCCCGEEO8VEnALIYQQZ0un0/n1X//1CxcufPe7311bW0vT9KMf/egv//IvLywsHPehEVEpFUJomhqRiPAMB8fMzG3beO+iKCY6xuLls4OCo2IEVbHrVg5YTbGt4NgCbl1Paf0GTDe2vvcORvcUqaATF3ce+yIhdljPwDZ7f1DP0NWIvWNqfsyANunZZb2ZpGVTeqWnqGYcPLN1duabgUmjfXes3okYBybdUKXd0YgDAQZR2kGKRnfw3jVoKwJY0qab5nVP285iYtIsm6iqgt2l35jkrLZSfsu+8rZ0rSG1GHdgXmIMlKBBPvg/wQbcO+VovS7mZzowr9cFAjyfD7pLlxrb+roA4IhoEOc6Hbisz7urxT2ZMLyke4toGwDgKMO2JM8YAjgLABAlPFhx2SCg6mKyHHeZoXKtZ9ZEuY4uJP0Yn/HnRgL6cragkGauDcwacRBlK1FPH+knEmLQV9LhNK7vNJPSWev9O7PNe2p6Pu2dj/vxgzGhQgghhBDivUgCbiGEEOJsuX379p07d65evfqLv/iL81tCCDdv3rxx48bHP/7xYz00IhoTGRPVdeG9U+oE2jofXAjB2paI4jhB/ECEU8gBgoNH6+u9hUdaZxwVgoDlGKrZ3h8UI6qnGOf8uGSQAYEUIO1dLSlAOubRflgi3UY1Ig0MsKPg2nNgfux696Vn0uWkE4CreRRLKtfRStLNXYOju9BWW4d3NpmOkqrypueiAfRWoJrCbPTwVERJ6C4FHW/dH3Be322D31kBnaonFj7vx9TVpbN7zvRGU55Le/3lFzLUYbpGzhpSaafb9s679DFdbhjI6hz01gAATGO9qim9j/UMELmz4B80VVeAl5JBR0cbbWmDT5VZjPMOxY823X4E9ihNO1HlrecQkU5IEx99c2xiLFx7v5htz7SsnL0220i0WdFdJQG3EEIIIcR7lgTcQgghxNny2muv/f3f//2f/MmfGPOgwNPaf/7nf/7e9773p3/6p8d9dKVMlnXrurDWem+fvcGpMsYkSWZMfNoLOUKMHBCAAR+TNqJiE6PSe+NsE4M+VBj61BUxuBaC33u7c+AtMvPjgsFAKqQ9FadQ76g3R4Ssz+a4Ks23GVT6kaJ+BIxI0SHqgg2ri0k/U9FGW9jgMx0txZ2uilVxd6uieSfXqLb03rlsAMOLpAy2JTCDMqG/4jrL4UG5tEHVNcnE1u2Ok0yI/d0TJt8VRGiDC49cCwnMjoPHmJZeMv3z2NZABAsDF3TYG4Y/BgPauIfLHcWOAQPqnZcLNNCS7gxNFgAUID72lfEEhpXZbpByPNc/PPK9amp3v5I980ZTLKpcHWcLeyGEEEIIcawk4BZCCCHOiqIo1tbW1tbWyrK8ceNGnucAwMyz2ezOnTtZlp3AGuZF3FqbEMIZ78SNSET0PqrdZvKO2oLaAjkEk4a4E1S0M+YOZEI+pHwE042H8wBNzJ1hiI7r5cFIbBJQZm+qHsWs4ydNtmSg0FmkpkS+DW0DHEAZSDu+uxSO/4JETHpg0plt6gdrRoBeFHdVoncUFCMHBGak/Rd1G9ArprsY5QFYAyEjMDA+tr8FMiIDBNR2cEHnQ2wL4AAmcSYPO+ZzEuNK0mmCXW/K+RBLQ2oQpwOdHrhNBzOkKno0tDWkIlQIEFCFqAtRFwCSJIWqBXjkGsaTdg7kntxWm/iMNgzyEKz3j4bnlXPhmDJ1IYQQQghxIiTgFkIIIc6Kt99+++tf//q1a9du3Ljx1a9+dbuCu6qqoig+85nPnNhK5s244aDT7cQBkLdmdp82bkIxBmaKMx6suv45F3XgQYjPAD4d4PAikcJmXg6subfkeqteHdfYRgYM+UB1BjDaUcetNHcXOe0+JRp2JoXFyypKcLYJwXGcc2/Fpf3wrKbMh6eYVpNeYJ63y0DEmPT5tN/T6TyKxuCUragpMLhg4hB3gnpiWP/Y/e/8t8FxzlGKdQE7e6/EaYjz+R0ZyJoMzBMvQuQYP5cNMx1N2poBeiZZjjuHnLLYVXE/Smvv/IMrVYS4mGQ5xXSgLuTvdQoo0aZw7Z44O9fRgeeOCiGEEEKIs0ACbiGEEOIMCSForbMsY+YQAgAg4sLCwq/8yq+cZMAtThhC0OUm3fsZlJOtm6op2kYj8WLsd1TLBtKud05lA6xnGDxHiY87nsyxjgMNUe4XLhAgVhMIHpTmrO/75/wzxlqiM5kfXlaD88CByfiDNtw4gATM5WxhMe5UviWkXEcJ6HmwS+xMsU6bt2A2Am8pTqC37AYXXNzdf8a9kzcZ9ZbRtlDPIHhABJPw8LxP+7y/h4yAOcZZHLkkAIBmOvzMwwj0hbQPAFNbOw4KKdfRxXSQ0HFdCznjNNNK2i1cW7p2+8ZE6aU430ejcCGEEEIIcXZJwC2EEEKcFVevXr169eqbb7755ptvfuELX4jj91NrafE05B3NNvYOcnQtliPqLft4VzuIgCqYHEx+YssLqGy+pOIO1VN0LUdJSDpexbwVCzIyA+ITpk2So2PrD/5UmlWPVI+SPSvSzZTuX4Ppxlaz56qAptKIYTH2Onncnp4hoHKDC0pHNLkPtgbS3F30veV3uzcENHyU1wD6lKa5mfmmCS4i1VFxBPrw0fmxYmAAOKZFLpm8Tu1GU9bBAkOk9ErS6etUKriFEEIIId7TJOAWQgghzpaVlZWmad588809tw8Gg8uXL5/KksRxQ/boLTza9Ny14Fo4A1c6GMk90mQDOZBvqS3QtaxMiLKg433WLJ8WAsbpBtSzXaMMQ4DpBnVXvI4PVgvvyYTeedVZxOAYlSdzsGLwIxeBHiqNelf3lDOIgVv2VbA2eE2UkolQH3nurFldThcWo3zqGgDo6jhTET2hh7oQQgghhHivkIBbCCGEOFt+9rOf/dmf/dn8a2a21lZVpZT67Gc/+3u/93unuzZxTBiJlUbEvTGkMqDO6Ls15KCbqRrfxcl9aCswMXSHfnDeJvvty3EqkAO2FXi79wdNhbZB4P0PnNyDARxFcErl6k939tPtIrT32+n9pmi8jUgtxPn5uJdTfOQZt2LqUtKLE5iflrN9ZoQQQgghxH6c0T+ZhBBCiA+sbrf74Q9/eP41M5dl+dZbb21ubm7PnBTvP0GZkA1Usr6rS4k2nPWCSWEeywYHHICIUZ+F6mDlG7XxDq7fguAAAJyFulDehRXjos6x9gQ/DAZkHSEpCLvr5U3ESp/ZZb+/OQw369GdcuI4AEDr/cy2Pvjns8UEzXGUV5/xxF8IIYQQQrwrEnALIYQQZ8tLL7300ksvbX/LzG+99dbf/u3fnuKSxHFjIN8Zkq1xdAfaGjiAjri76HqrQRnyraonqpqgt6yNT/s+7oXTTmOpmmAx2kq355hhukGdJTQ545GtDYGJHQQPgEyKkQ7zwAMq7gxhtgGz0cPyXSToLoY4f2b5dgC27Bp2noNBFZPRcAQDIT/gitBsNqXb3aLnXj1bjruxNnJyhRBCCCHE00nALYQQQpxpiLi0tNTtdn/4wx+e9lrEMfIqgeEllfWwHIP3kHZ8tuB0QsGZ2T26fx3KCTAjos77tHzFdlYCndobOUSApgRb7/2BbdBWyP6oaszZe1VPotF9aitA9EnPZQOvYjjE/n3ax4VziIB1CcGDNpz2Q28l6Gc0Ow/AU1+v29lGW7be5yZajPJFkx9TlfEHR+Wsf6QBvQuhYRcgEJzdjjdCCCGEEOIskIBbCCGEOFsmk8mtW7e2v/Xe37x586c//enS0tIprkqcAE+Rz5YwX0KAsFVbzKqZ0cYtKMZbd2KG2YiUViYN6eDUirgZQBsgDdDuup0UISp2wBhQHXJ5CAyTdXXnJ3DnOrYVIFLWV+debIdXnEkPvHNPhgcXddrD2Sa4FtJOyBecTp/ZOrxme6PavF/PAjMAVM6Omzp0+HzcNxLCHoImwkdK/glRo1THCyGEEEKIZ5OAWwghhDhb3n777T//8z/f/tZ7P5lMut3upz/96VNc1X6FAMxABEfXoeKDhvnh3DsExnKyqzH3XDnFaopp/8ATEfezEAoeOAASk9pzIAYIaY+yLrbVg37GjBzQpOBqvXmLdOSTvo9ypoMnvyq0dPff4caPcTaet8zGYqJco6MsDC6Fg4yyZOIA7AHQpgNMFwCBGffZkHnTlhNbhx39m23wa00x0JlREnAfXFcnmY5q53a89qFrkoyiIx8yKYQQQggh3n8k4BZCCCHOljRNz58/v/1tFEXLy8tXr179uZ/7uVNc1T7heKTe+DFOJ7y4FIaLPBxy3gHJ/g4KmTHM20/vFjyyQ2Y+nvQPg1VNoeoJ+TaoOKRdH3UC7arIDlEWeqvKO6im6CwSEWlQym/eg7Ympam3SEtXbLpw4HYluilo804oJg8HQnoLo7t6cs91V4JO392DYq/aUtUTtDWg8knHJ91A0T4T1IA8s03r3Z7bC9vUwXZVLLXGBxaDvpD2AGDa1o6DQkqVuZwPMorkrAohhBBCiGeSgFsIIYQ4W15++eWXX375tFdxQOpnb2f/1/+pX/uef+lD/ude9h962V+5EpaWw4WL4fwF0PLG491hJI5SMDHsyVWjJJj0qPpc70HBmWKd1q7DbATBEynqLuDicy5f3Nn1O6B2/VWME7V5i2ab5FtQKoQwL/oG72DznlJRMKkz2QGX4hpw9cN0e+tGh22FYW/Q/HTIQdcTvX4DxvfBtYCo065avGh75/2zWm9v00SE5HnX9QZFpOTzCoeDjEumk1C0YYrK25jUMO50KVZwLK9wIYQQQgjxPiN/ZwohhBBnwtra2ptvvvmUOywtLZ394JvjxL/4Ek4mtLGu/5+/xclXOU78Cy/W/+v/Vv/v/wdoDbMpbW5yFHF/AHEsnUyejv9/9u48Sq7rvhP773eX91692qt6A7rRaKAXbARIiaskirIoipQlW5REccayZWk0x8eT8fHkZBSP4yTnKMd/OTkZ58TJyWQ8zmLHsU1LskJJlGjLkkCRNEWZlkhx7wX7DvRWXdtb7r2//FFgo7EQCwl0F4Df56+q269e3fe6cPDq+379u4AuLIl8D6YJ2PT0qNJU6HHXrD+JTJpi7jAszZ1+7izUZiUKpwMXFFYWcRMIB0IISVLS0hLU59HPiGKvU4rSFICgtYhJC3V4mT1AziUkCAWIsKIrCAgJSl/pIpPSpXLhCCwcP10OTwStJXRO6ozL9V7OrQJBWNKZedlKVxTUI0DJy2S40PhdEyQKIshnfAckAPEa/W0CY4wxxhi7EXHAzRhjjHWFffv2/emf/ulFNrjrrru6P+C227Y3f/e/lQf3y+kpNT0l9+0Rx45ho47NFmgPANTkm963vwlK2dExt259p42JK1cgkwHB1ZoXYHWA5fUSAZs1cBakpLBoS+ucDq7F2yEQtmsQndf1u1kT7ToG+ZWpunSpXDgKc0fIJtSuY9KGpI1EotRvlQKTgklxOZe/cs4LqVDF2iy1mtDpzowC8mWbrTipr2hXImlhu3Fus5eoIdo1EZasvKwi7oLO9AY5B9Q2qSOnhMwqv8/P+4KvqK8OJJR8q4AxxhhjjF0hvhxnjDHGusLQ0NCnP/3pi2ywsjF390KEXM5uv8VuvyUBgCgSx47KQwddtQeUAiKcnfWefVruncEkcb19ZmzCTkyYLdvMXffYrdsAOmssEofdywiEyRTJy4i0BSYF5VkvtELDtckBEQhNem5HFACwBm2C5FYWO2PSxKiTGguQCoQEZ6FZw2wJ/ZAAwMuQ8t5h+TaAVQH1jmAcwfxxMCkggvapf8QU+tyVZsr2Qq3MAdDZs8rDL0qTHAxKofQWklbqbKi8qp/NcScNxhhjjDHG1hQH3IwxxlhXWLdu3fURYV+RIHCbNrtNm5cH7Nh49GtfkNNT8tABMTsrD+7XP/8ZBZnWv/43dus2IBL798npSSqWqFJ1lSoVCqCvrFb3xkOARvpweVXG7/69SAegPDBnV15rn3RAZye5aEwnCidE8kJMY4haQA7IAXRaqVSdl33Hk3FCuWKfQKB8D8QtEIqCrMn1GC9PV5gpk/Lg/KJvFKQ8upK7KRpkn85XvawDUiC4kwZjjDHGGGNrjgNuxhhjrEXrGHUAACAASURBVCucOHHixIkT27dvn5ube/XVV8/fYGBgYMeOHas/sasJ0Y2ORaNj4BwuLsq9M3J6Ss5MYWrsLTsBANLU/96Tmf/5D936QTs+YScm7Mhm1zfg+vrcwDoqFNb6AG58BOjCosyVIYnOlDwLSfmKyxTO6VVNSi+nxqQ8yuQREMiSn4GwQH7OFPqd8oQz6FJwDoR0UhOKyyw/JwLMZK1cn4oQ0ghQkh8aFRDKKz0u52VctiSiOqTJW2MI2YLNFOnKG4xIElc8A8YYY4wxxti1wQE3Y4wx1hX27dv3/PPPj42N7d2794LNuN/3vvdd9wH3MiGoUjGVu8wddwERGHO6w3KaunLVbt+B83P6x//gffcJQHCDQ+n7PhB95lHznttBKawvYbvNbbuvHeuForROEkFrCZwBoSiTt6V1VmfO2dJ5WcoWsV0HkxAK62eFF2CQdT0bbK7HeFknlEhj1VoQ7RrYFJRnMyUTlpy8gvVFLeokKMG7azluhYfl9UgOG/NgUkBBXkDVQZspXmkxOGOMMcYYY6yrcMDNGGOMdYXx8fFKpeL7/sTExG//9m+fv0G1Wl39Wa0GxDNNSLLZ+OFPpXfdLaen5PSU2jMtDh8W83Pi5Elx4jguzINS3tNPqRd/ZsfG7dAGqva4aoXKVcrlQK5eTS0CARACXaNG2GuLQKTZivOzIqpjGpP2XZC30icUnQMHwM5Sk1ZqLK1T5LA+DyYFIawXUGXQ5Pus0AAgbawXj+LcIYjbnZ3LIIt9I2lhwElvlY/LeDno2yQKvZi0SUgKclaH7sqLwRljjDHGGGNdhQNuxhhjrCuUy+VisUhExWLx9ttvP38DvOyK1+ubH7iRTW5kU/rRh8AYnD0lp6fQGLtxBHI5nJtTr74cfP2vsdV0hYLdPGYnJszYhLn1NnvLrVQsnl4w8JqdK3RWmgiTFpIVlHN+iAA3XgkwgTAqA7kzJdtIVqZtkTTRpqR854VOeoTC+Hno3SzyPZi0qVPrfSY1JtlewtqJ5XQbACBqisXjws+5sLz6tweM8CH0MXv560oyxhhjjDHGuh0H3IwxxlhXOHr06E9/+tOLbDA0NHTB4PtGphQNrDMDK9bedC6990OkPbl/nzh1QszNq799Mlh6LH7wY83/5r+jYhEXFuTeGWy3XaXqqlUqlcG/gm4YF4fO6PaCXDwGjQWwBnN5UeyTmarRuWsXqXcDJKvai6p2AupzkCbgBVToscUB4+cBwAGSn4dMkYRygMuxtQDC9hLErXN311oScRMzJVqjk8bpNmOMMcYYYzcSDrgZY4yxrnD48OGvf/3rAGCtnZubq9Vq/f39YRimaTo7O2uMefTRR2+6gPs8VK4kH30oeeBBaDXlwYNyelJNTcp9e82u26ivHwDkG6+Ff/Q/yQP77PiEmdhqR8fcuvVUqdp166in9921MSEV1+WpA1Cb7XQMp/oiRi1VSqk6bKV/lQ6xG6m0LecOwcIJIAcAYBKMmtJZrA6BSUSrhjYhoV2mYIKik96ZuJ8cXDhNJuScmTHGGGOMMXY1cMDNGGOMdYUdO3Z85StfAYDjx48/9dRTaZp+6EMf6u3tbTabL7744t69e7dt27bWc+waiJDN2W3b7bbtCQDEETgHQQYAwPfd+kGxMK9ef03/wzOYJK7aY8bG40d/Jf70Z0FKaDaxUYcgoFwO5BVcCAlyorEAjQVYGdmaBJsLIt9jMzdswI1A2FrEZu10ut3hrKjPSQTXbkB9HogQQGZy2Ltxub82AVKQA8+HdnrWHv2QvJDwRuvrwhhjjDHGGFsTHHAzxhhjXSGfz+fzeQA4fvx4vV7/0pe+tJxoj46OfuMb33j55ZcffPDBNZ1jt/KD5Yfmtvc2hzbImWk1+aacmZaHD4m5U/LUSXHyZKd8W02+4e3+AQWBHd7oevuoWnWVKhUKoC+x5qFwRqQRWHPuD9IY0xjDG7YgGcFh3AQTnzveXkJnwNGZI283xPxR6YcUVgmQAF1YEoUeNAmkyeltdEDFfufn6UZcn5MxxhhjjDG2+jjgZowxxrpLu92u1WrnLCkZx3GtVlurKXUDInBEACDwosttvtW229x7HziHtUW5d484fNiOjIDWQCQOHfS++Q21dw95vh0ZseNb7PjpZSrdps2n3wkusEwloSCpEMVZhcwAICRJeaOm2wAAgCA1CAXWnj1K4Oy5HUhaS6LdwEyZUAKAUQFUhqRQ2FxAZ0loyldssd+qS9xOYIwxxhhjjLHLxAE3Y4wx1l16eno8z/vmN7+5tLQUhmGSJG+88cb09PSdd9651lNbG+ScW1qiw0doYQGIoFTEwUEsl1FcqseFEFSumNsrcPuZU2dHx+NPP2r2TMtjR3F+Xj//nPfkd6inp/lvfyfetBmIxIH98tABVyhRterKZciEIAQAOKFspqAyOWgtrXgLSWGBvOw1OfJrD8kJm6CJkYikdsp3QsLZtdUOhAtLIpODNDnTngURghwRQHx2ZTd1Um8H2Gl3jsbLU29GlNehsySVlYHDd9MJnTHGGGOMMcbOwgE3Y4wx1l1GR0cfeOCB7373u/v27cvn83Ect9vtHTt2fOQjH1nrqa2FZlNOT+Gzz+Jzz3kH9wORGRyiu+/BD37QbdtG+cKV7Q3R3rKzfctOiGNx7JicnpTTU2rPFEllR0YBANLE/+63gz/7v9yGYTu+xYyN26EN1NPjenpdb5/LlqmyHgEgbgM59ALIFl2hz6rrsgE3OquiRVU/Bc0aOktBzhV60rDilH9uxh3kXbFfOAdRE5wBqSGTpVyJ6osQtc/aqReQl6GzI2yLyurcKhwRY4wxxhhj7CbEATdjjDHWXYrF4i/+4i9u3779pZdeqtVqQRCMjY3t3Lkzm80CQK1Wq9Vq69evV+om+E+82dQ/fjb4kz/Wz/5IpG8tVDj9Oj37w3T3HfFv/GfJ/Q9Q4Qoz7g7fdyMjbmQk/ehDYAy026AkAECSUDZH1R5x+JB6+edBs0GFgt08lnzgg/GnHrHbd0BhnW4nmMxSLkPVHsr3GPAJrseSZFLxkjq1H2qngIgAoFkTzZoeoLTQ7/CsT5cVGkrrZZDDxhwmMfkh5StWecIBthtg3uqvLTUUelymyAtIMsYYY4wxxlbNTfDdmDHGGLveeJ43Pj4+Pj5+/o8mJydfeOGFX//1Xy+8s2D3OuKceu3VzH/6372nfgjnVBQb4/3j82ity+XS+x+AS/YquTilIJ8//TjMxp/8tNl1q5yaVNNTYv8+ceqkmJ+Te2awvgQArhXRP72iZqbcyAiObKRKG8IClErgB+e37e5mkqyoz0J94azFMaOGWJoVmaLzzi24tkLbsCrCMpIjFA4EAKnSegWAjQVwFlBQtmhL663OrOqRMMYYY4wxxm5uHHAzxhhj15O5ubmZmZl0uZz5RkEARGQsEZFAlBJFva6f3q3/4Vk4J90GQAAC0D9/yfvb75r33E7V6lWbhxBULpvy7eY9t8dE0GyKQwfVzBT5gd00CgC4MK+efcb/2mNAAENDbmIi2DxmN4/b7TvMxATk8pd8h9WB5NClaFIAAqmd1IRi5YlEZ0TcBnveBylpYRrDeQF3hwMBZ6qz0fg56t0sSy0wKUhlvdAKfd6vizHGGGOMMcauIQ64GWOMsesMrSy5vSEQQGpcs522ImOs01JkM7owM6N//iKmyQXjUgQgk6rJN9Trr6Yf/NA1mRYi5HJu2/Zk2/YzUw2z6fs+gADiyGG1MC9ffy3z9NOYxNEj/6z15d91uTzWFsXBAxgnrlqlSoWyOVj1ZjJIVkVLsjGHUQPIgR/aXNVkSk6oFekzkkA8fbNg5YvFlZSioxXa+kW4LpuQM8YYY4wxxm4EHHAzxhhjbI1Z6xbr8amFtjGuM1JrJHLPwfL+/Rd/oTh+TBzYD9co4L4Q6utPHvlnycOfEXOz4eH9cmbKvPK6PHTA7NhJpTIAyDffzPwf/1EcOWzHt9jxCbtxo+vto0rV9fZRsfhuu6lc3hxVXFcn90HtFNDp8ylzC9i/Ocn2LC//6ISiII+eD0kEAIAIQqKUFBZIB9d+kowxxhhjjDF2dXDAzRhjjLE11o5trR4vp9sAkKS22YzdpTqxoLVo7eW8hSOy7q3+JwLxXfbLVsr1D7hNw3Tffc1GjLVFIHhruUsi3xf1uvz+34m/+WvyfDsyYscmok89kj7wUfB8aLUwjijIQHBN2nYLsmLpFNTnltNtAIDGosickn7BvNUg26G0+R5MWrh4ApxFBIEAWjspkQw6S+J6XDmTMcYYY4wxdtPhgJsxxhi7EdTr9YMHD87PzydJ4vv+wMDA0NBQEFwHpbhEFCc2is0540muEJWqHsxc5LWuVHY9PZfYP4AxrhmZKDbWkVYiDFTGV1JcpXAZsVO73WF23tr6N/9WTU/K6Sm5Z0YeP4bz8+qln6ldt6X4IADIyTf1C89TmHXrB6ladZWqK1cgDK9WcbcwiYibYM89n5C0wcSwYgVI62WxZ1jqQDbnRHORWg3AJiSpittYGUyDMmfcjDHGGGOMse7HATdjjDHWFRYWFhYWFjZu3BjHcRRFpVJJXCjxzGQylUrl/B8dOHDga1/72vz8vLUWEfv6+h566KE777xTyusho0QARDi7t3iyYWO09ZbCS/9Ezp4fRRMACGHHxs22HRfft7VuoR7PLrTTtyrEw4zuq2TyoRbXoIAawtBt2Zps2QoAEMfixHE5PSWPHTXbd4D2gEhNvpn5kz8Wx45QtceOjZvxLXZs3G4csdt3uMGhqzABBLpgZfh5ndsJMNU5KIJo11yakvQIBaQxzB2T5FyfZ/w8rxjJGGOMMcYY63IccDPGGGNd4fXXX3/uued+67d+a//+/a+99trDDz/s+xdYuW/Tpk1KqUwmc86453nbt2/fsWNHpVI5cODAV7/61ccff3zr1q2lUmlVpv/OIaLvycCXrfZZRcc4uN7de6/9x6flzDSdnbN2olo7OJS+7wNu48jF99+MzMJSlK7of9Jqp4t1EXjS19c4/fd9N7zRDW9c2WnFbdqUfPwTcv9+MXtKHD0SvPoyNhp240jr3/3X8ac/CwDi4AFx/DgVC67aQ4UiePqKUmaSGvwQlAaz4m0RIQhBn/uJQiRs16ndIMAVqThBY1Hka8LPOlj7GyTX4jYEW8andxXwSV4FnZN83q3Sa/t2jDHGGOsSHHAzxhhjXaHZbM7MzExNTb322mu7d+++7bbbstnsyg06tdsbN27cuHHj+S+fmJiYmJjoPC6Xy9PT088880ytVrt4wC0l+v7aXwxIJYylU9BKU0dAiOhpWSmH4Uc/7BZPyP/zT2D/fljZa1sIGBykX/1V/OQv++EFbgMss46MJeNIqrPSCGOdI3iXx66UALjyndz3QfPBe22tJvfvldNTMDUp9+/DbFYNrQdfQZroJ7+t/ubrdnjYTmx1mzfTunXQ0wu9vVCpwIXueZwDQcpqv7BtWpwFmwIACAlhAcp9kM1KOKv2H5EkJegMyLP/JsAZSUZq4cQafzyEEEq9298UuwhEEAK1lu+2MT17e4iAiJ4npVyFZWZvUp3Pr+cpDrgZY4yxmxB/W2CMMca6Qn9/fy6X+6u/+qtarXbo0KHHHntMa71ygx07dnzyk5+85H6IaH5+/tixY5VKpXB62cO3JYTohujQI+gTQitRbyXWkZIiH3rlQhD4efq1X0vyBfzWN8XBA7iwAEBUKLoNw/Tgg/DZR/WGS/T0SI2TSkgpzok8hBRSvdtj72RV73AnQQ/098Ddd1kA22xCvS7DrPQVJG3UCtNUv/AT/3t/CwA4OAjbtrn77rO/9Mtu8yg4wlYTAOgibbtVlYQQfojtOgCRl6FSPxZ7hPLO25QwyIDvA51dPq898n3haZBr/PGQUoh3vygou6hOwM3Z6zWFiForpVYlfL2J+f4qBdyMMcYY6ypr/52WMcYYYwAwOjr68MMPP/vss8eOHUvTtFarKXXWf9PNZvNy9lOr1Z555plDhw597GMfK5fLF984TW2jEXVJHJALVMaTzpEQKAUmcZrEKWSK8OjnxAc+pH/6gti3Fxy5DRvM7XfYjZtASliKLr1f58i5JHErxwJPOGPr9Xd+7IgQhh4AtFrJuz6BEsISAMBSBBbFg59Qw5vk1KTcMyOOHhHzc/jKq5ZE+5b3pD2DuFTTz/xIHDvqhjZQb6+rVF25SvncOUk0ipwoj4hCjEROeRY1tRzABU6XxoxSIaR1oLdOESKEWSMyppkSnLdY5SpChFzON8ZFUdoln9IbDyIUCpkoSuLYXnpr9o4gQqkUNpuxMe7SW7N3BBGq1Vy9HrlVOcedt1uNd2KMMcbYZeCAmzHGGOsKuVzuvvvuu++++1544YUXXnjhS1/60vmNti9pcXFx9+7dP/7xj+++++4Pf/jDl/OSrsoNpUApzqvVFdINbYiHNpwz7Ig6kxcIF6nwDQNVzPkLtdjY07GH78l86HlavptjJwKia9DvVSo3tCEZ2gAPPATW4uys3Dsjp6eoXDbDIwCAp0753/m2/81vuFzebh614xN2fMJuHLGj43bTJgizy9OzqKy69JWe1SEWB6Rz0FoCm4JUEGRdab318rTWK0x2zm3nVLNrZPkks2uHT+8qWOVPMv9OGWOMsa7CATdjjDHWXXbt2rVly5YkSQ4fPhzHsVKqXC739PRIebHl/oioVqvt3r179+7d733vez/1qU+d08L7RkJEiaF2bFJjEdD3ROBLJeUF41hPyUoxEAJbbUNEUmIh6xVynuj+rhdSUn+/6e837/vAmcEgSO+8G4wRJ0+I+Tn5w++Lb3yNtBd9/ovtf/VbLsziUk0cOQLOUqXqSmUIgos3i3UoTb6X/KxozkPSAh1Qrmy8nEO+SmSMMcYYY4xdB/irC2OMMdZdEPHkyZPPPffc5ORkmqZSynXr1t1zzz233HJLGIZv96parfaDH/zg+9///q5duz7xiU94npckiVJKvF2b5u7giFJDzjlEUFLIFd2WCQDICWcRCIRwKAEQAIggTt1cLVqsn/57f9+T5YJfKQRaXfhgAy37yxlTJOdICpQXqBJ/Zwidky4hQEJJuBqn2g0ORV/6jeiff04eOiSnp+TMlNwzI44dtRuGKZcHAPnmG8H/+2dibs6OT5ixMbdukKo9rlJx1SpkLty226F0fh79fKcgnQsTGWOMMcYYY9cRDrgZY4yx7nL8+PFvfOMbr7zyyvbt23t7e5vN5uTk5MzMzOc///m77rrr7V71xhtv/Pmf/7lSSmu9e/duAOjp6dm5c2dvb+8qzv0KEFFi3FIzXazHUWK0koWsLua80FeA6JxzSYLtOkVLkqwMAhEWrZcloRzRUjOZr0XOnU5i48TO12KtRLng49t01UBELRHOLoIngE6XE4SLNTm58A7JYbshoppXrxMK52dtULDKh9Vp6xFm7ZatdstWAIAkESeOkedToQAAGMfYbMqpN/Xz/4Bx7KpVOzpuxifiX3rY3PN+EAKiCKwF34ezG5gQ/9E9Y4wxxhhj7DrEATdjjDHWXfbt2zczM/PFL37x/vvvF0IQ0dTU1F/8xV/86Ec/ukjArZQaHh4GgJdffrkzsmnTpo0bN3ZnwN1Jt08utA8dr9ebKQBoLWoNHcWZgZ7QUyJuR27uGMwepPoiAgWhH/b06f6NaVg1BqLYLKfbHUlqW5Ep5Py3qeG+AOcoNjZKrLWkpAg86WlxuX1LyKl4SS4dg9pJaLUQUGayorIeSuutuuLO6e+W57kNG5efmVt2tv/Vb8nJN9X0pDx4AE+dEseO+TPTbmSzuft9ACAn31Svv0phlvr6XKXqKlUqFkHri3cyYYwxxhhjjLHuxAE3Y4wx1l2iKJJSbtmypdNdBBH7+/s3bNiwb9++i7zqzjvvvPPOO1drju+WcbTUTOcWomYrRQACSFPXhFRLDAOVC1W8MO/NHnK1eQAggHYzQnc8q5TyQkeBdReoNHanF528rJTWETUjM7vYbrTSTt+SXFb3lDLZQF1OKbd0qawdh4Wj4CwAABC0Gzh3RCrfFdevTq+St0PlirnrHnPXPTER1mriwD41PSWOH0vvuAs8D4j0z14I/+gPsbbkhjea8Qk7vsVu3uzWD5rxCerrX8OZM8YYY4wxxtg7wAE3Y4wx1l2y2SwivvTSS2EYhmGYpun09PThw4e7sxb7nTHGtRMDCL6vAMA5So0zxrVjEyU2UASNRWrUlrcnQGOca9ah3ZBhxtMCERwBETkiIFBKKCWIIE4tAkgpLl6MnaR2filaaiSdp9ZRrZ4golahry+2mGeHSCOMGmTtWe8RtUSrJvK9Vvrv7LRcZYhUKtnSe+yt71k5bIc3Jr/wEXHksJif0z99wfv7v0NyZvstzf/yv0o/+hAAiEMHcXGBiiVXqUAYgrj0CWGMMcYYY4yxtcIBN2OMMdZdhoeHR0dHn3jiif379y/34HbOffzjH1/rqV01xlGSOuPIEUkhAl8q6eLEdHpAIxG6lKwBIUD5TmpCkUpMQNp23JIWUfieasVpO7bGOiGg5PuAML8UJakTCIGvshkVaHnBcmwCaEWm2UrPGW9Hph2Zywm4wRmw5vwdo7PoLHRzIIyYfuTB9IO/IE4clzPTcnpSzkzLw4dcuUK5HABAmnjf+Zb31A/txhE7Nu6Ghl1PL1UqrlqlXP6ctt2MMcYYY4wxtub4WwpjjDHWXYaGhh555JEnn3zylVdeefHFF5VSGzdufOCBB+644w4AsNZaa7XWV7ooYvewjprtdG6xvbAUt9opAfieLBf8MKO1FGGgUIJTvgpCJ1TsFdqkEwuexFj4aVsutpsAoLWQRhAZRAg8JYXoLDsphQCgRiuNE69aDALvQmEzgbVkrTt3YpaMvaxlFklqUN653VBQkNIkr4eLK89zG4bdhuH0wx8Ba3FuFutLVO0FAIgi0WzKgwf0Sz/Det3lcm7TqB2fSO95X/ILH3GDQ+AcxDFIAdrjtt2MMcYYY4yxNXc9fAdjjDHGbiZCiJGRkd/8zd9stVpLS0u+75dKJfVW5eyRI0cOHz58++23+3539MG4cu3Y1JsJEWklfE8mxsWJbbVNXzWsFPxi3rOWTL6MkLZa6aklE0VNIpJKLVo/qPooIIpNO4IgUP09WZPawFft2DRaqZRCIiGCVtiK0oyvfC3Pz2ARQSuplExSu3JcKdSXt0gl6YCyJYwbkEbLe4Uw77IVJ663iyspqa//TPdtP4g/8Uk7sklOTcr9+8SJ42J+Xu/+AdZqZut2t34Q5+b0Pz6PzYbrH3CVKlWrrlyGIMNhN2OMMcYYY2xNXG/fwRhjjLGbg5Qyn8/n8/lzxl977bXvfe97W7ZsuU4DbiKIExvHtlOsrZWIEmMtaSUKWW+gmtUSnSRRqbSkakSziatLzwMUTvt157cbppCTQmC9kRjrSvnAWhcnxljXaKXNyHhSCIFSYrkQFHO+I7pAwg2QCWQ+qxdqztHpkm0hMBd6YXBZl0ZWaCz0awlYm4V2GxDJy1B5wGbLBGu5wuRV4Hl26za7dRsAQKsljhyW05NqesquG7RDGwBA7tsb/N9/4v3kx7Z/wI6N2y1bzei4Wz9oRza5oQ0QBGs8f8YYY4wxxthNhgNuxhhj7DpDdFltNLoWIiCCkkII1EoEnhQCA0/mM1pLBACB6Ad+K8mlGetVA3AuIWwbkVghYhv41tOSAKwjax0BoMBWZGqNRErstA2xlpaaSTNKq8UL562elqW87wiiyFgiKTAMdDnvX2YFNwBaHbreTbLY65aWCAUFOatDh93cfvvKhaEbn3DjE2e6lRNRqZTe837wfDE3K2em9T/+BOPIVSrtf/Eb0ee/SMEALi2JkycIkSoVyhe4bTdjjDHGGGPsmuKvHIwxxhhbPYjga+n7yrRSgSgkdpZkDHwV+PLsLQVqD0ARURKZyKQAp6ujEUFJVFIgAhA4B45IIIgVjcmtdalxb3crgIg8JQpZTytBBNmMygZayStoskGApD3r+YnIX+d3HK4Eop3Y0v7y70Zzs3LPjJx8U81MyUOHxOwpKhbBDwBAvvl68DdfxWbTjE/YjZtcXz9VK65SpWKR23YzxhhjjDHGrjoOuBljjDG2qgJflfK+MS5JLAEggqdlIetl/DOXJQjgaxl4Mk0dICoplEJjyNdCK0GOshkdeEoKdI6EACXR9+RyziwQfC09LYkoTp1zBABSCKVQIDqidmQW6nGzlTqgjK98LaxzUl5Jwv2WmyjdXiYE9faZ3j5zz/tjIlxaEgf2U7lChQIAYL0uDh9WL7/of/MbpJTbMGzGt9jxifihj9udu0ApSFMAAKU47GaMMcYYY4y9exxwM8YYY9cZvM5jQSmwlPMEYr2ZWOukEvlQF7KeFGcdl+/JYs5PUpek1tMiS9o6KuS8TKCcpWrWCwPVjk07QkfgKel70hiHiEoK3xO50As8GSV2qZE0oxQBshldzPkZX8aJPbXQrjWSzhslSdJsm16XqRaDc+Zw/SBBDp0BIhLKCQmwWgeCSMWi3XXr8oDZvqP9L/6leuN1uWdGHDsq5ub0z/7Je+ZHrqfXbt8BSsmpN+XePZQJqdrjqhVXrkIYgryxurswxhhjjDHGVgsH3IwxxhhbbUqKSsEv5jznSAi8YKwsBRZzHr61nqTIY8ZXnieByNMy4yshUGvZiky9lQBCGOgktUTgaZELdTkfKClOLbTna1ErMggQBipObG8ljGLTaKUr38sY12yn+VAvV5E7R8Y6YwmAlBJKCtGt9xWQnDCRai+KuAnOOR3YsGT9HK1RQ3Batz5dtz796McgTfHEcTUzLaenxIkT5tbbwPeByHtqd+aP/zcgsqPjdnzcjE+4oWHX3283j1K5siZzZowxxhhjjF2/OOBmjDHGrie9vb3btm3TWq/1RK4C+TbR9jIlRTnv50NtLEmJnd19LgAAIABJREFUWgqBAIBEZB21I3NqsX1stpkaV8r7hZzXaqfWkadlKeeXC36tkRw92Wi2TWdvrchEifW0QgR7XnfuNHWpoTAAIrDONVpmoR43WgkA5LJepeBnA92d9d3SRGr+EM4fhSQCACGkKPaI3o1pUCa8zDUzrw2taWhDOrQh/YX7V3ZysYOD6d3vE8ePiVMn1OTrQa1GuVz63jva//mX0/ffCwDiyGFstVyxRKUikL92B8AYY4wxxhi7DnDAzRhjjHULIiIiIQQAGGMWFhZOnDiRpmmxWBwYGAjDEAB27dq1devWzuMbniOKE9uOjbEkBQa+DDwlBVCniXYjXliK49hqT7ZjS5FRSoSBCnyVz3pKiVojXk63O5rttNaIizkP8dze2UKiFEgEBFRvm8Mn6vNLcWocAC3U41Y7HerPF8Kuu6+A5ER9FheOddJtAABnYfGk0IHoDa3KrOnsVliuf0dMHv5Mcv8D8sABOT2lpiflvr3ixHHKF6jTpSRNvSe+qV/8md04YjePis0bRaksskVXLoMfgFjTyJ4xxhhjjDHWfTjgZowxxrrFsWPHjh49euuttwLAnj17fvCDH8zMzBhjyuXyvffee++994Zh6Hme53lrPdPV4IhakZmrRa0oJQeIEPiqXAgKoSaARjtttFKBGGa0ce7UQitJnZLoa+l7SiD0iMz5Zdqd6uxOh5NWZIiIABBAShEGyvcEABhLC0vRqYV2krrOq4wx1rbDQGcD1W1F3NKlor0EcfusUSKMmphG0D0B90qIUCjanbvszl0JALTb4shhbDbdhg3QeXr8uP7Jj72//Q5Yi+vX49g4jk6kd92d3v1+6u0FIjAGhOC23YwxxhhjjDHggJsxxhjrHi+++OKTTz75B3/wB0tLS0888cRLL710zz33hGH42muvPf7446VS6a677lrrOa6e1LilZtJqp5aICJCgHRvZjH0tlBTWkbXO0wKFOjl/JowmACEgTkwUG09JgbAy5ZYSPS3zWQ0IqW21IuMceVrmQl3Iekp2auddq22Wd9gRJ7bZTlNL3RZwAzkgd4FxZ9BdaLwLZTJubPzMU62Tj/+yGxyU01PyyGG1MCf3zMif/ETu2+OGNpjeXmg29M/+CRsN19PnKhWqVCmfB6WgW5ukM8YYY4wxxq4pDrgZY4yxLkJEAHDw4MF9+/b9yq/8yic+8QlEnJ6e/su//Mvnn3/+Zgu427FptM1SIzaWhMB8qLWSUWIDD4kAET0tAaGzUiURCYG+J3xPWkvOUj7r5bJes506RwAgBOazXinnKSm0FL6WcWKBQEmhtezsAREJ4NzCbwA4PXjBn6wBeuuj4oQCHYBUYM9qxgI6IHV9VvpnMubOu8ydd4FzOD+XO3YIJ9+0r75uxsbtuvUAIA8fzvyH/1X/9J/sps1mfMKOT9iNm1xfvxve4PoHwOOe3YwxxhhjjN1cOOBmjDHGuggiAkCr1fI8b+fOnZ2nAwMDIyMjMzMzaz271UMAlqjWSOdrp1tLO0dLzUQpkQlUMzK1RpwYJ6UVAnOhts4RQcZX2YzWSghEKbGQ84zNzS6225FBgDCje8qZUt6PYjO70G7HaeBJIYS1bqHWRiCvEiqJSoqML5VEY8/E2VqLjC+7pHzbOhcnLk6tI/KUyAXlTHYJ63NnSrn90OUqTgdrOs13TQjq6YVNQ8mdd0ftBIhO12gjmh07MY7F/Lz39FPiW/8fSWmHhqMv/sv405+lHh8bdZybA6VcuQIBt+1mjDHGGGPsBscBN2OMMdZFTp069fTTT09PT6dpaq3tDBKRc46oW8qHVwEipMbFyVlVyUJgKzKnFlqBllFi2pFptKBcCLKBThKrtfA9qYQAAN+XYaAznhqohrmMbkUGgcKMzmW0lFhrJK0oJYLEOYDToXCU2Dh1SgolsZjzK8VMrdFZZBK0EuWCX877qgsCbutcvZnO1aJmOyUCrUQ5H/QVBrNSYdICIpKair2m0O9E1y2J+c4hLncgsVu2tn7n98SRw2p6Sk5PyT3T4thRMT8HiKAUAMg33/Cf+BZYa8bG3fpB6ulxlaqrVCDMcttuxhhjjDHGbjwccDPGGGPdolgsAsBjjz3mnBseHm42m53xer3ebDb7+/vXdHarqtN0WwpcbqKNCESQGuucQkQlRBjoJLXOUT6rhURrHRAIgZ6WpXwQBgoAPCUqBb+c9zt7AADryNoL3CywlqxzACAQ86Fe35cNAtlopgiQz+pKMciFGq9Nl2dHZB05R4ioBIqLxuityJxabLfap6P/1LjZWiIqBbWuqE0EzpH2rco4cUNf42Uybmw8GRuHX/wEpKk4cULumbbDGymfBwBx6qR6+UX18svYbrlyxY6O2fEJMzaRfvgjdmwcpARrTyfm3LabMcYYY4yx698N/eWHMcYYu65s27bty1/+cudxEAQDAwOdx4g4MjJyUwXcCOBpkQt1kroktUQkpeh02dZKdHpqS4EZX0mEbEb3V8OlRhInVkmRy+pcRq9sJ7IyxkQEpVAKtO6skFtJ0VlkEgB8Lcs539cyKdrOTDK+9tQ16XRhrGtFphmZJLVKijBQ2YzSSl4weXVEzbZpR2cVtjtHrcg2s2GYCa/FDLud1m5oyA0NLQ+Yrduiz/263PWqPHhAnDopZk+pqTf9dtQIQ7tpM0gppqfk4UOQybhK1VWrVCyB53HYzRhjjDHG2HWKA27GGGOsW1Sr1Wq1ev74+vXr169fv/rzWVuBpyrFwFqKU9tZRtI60kpoJdPULm+GiAIhDFToK0eECAgXSyoFYjbQ2VDXm8lyHbeSmMtoX5/pX+Fp4WnPEXVeck2OEMARLbWSU3PtKDl9REqJnnJQLQTLaftKRGAv1KsmNc7am6iDzcW5TaPxplH4LEG9Lg/ul9NTanoS5+bstu3geUDkf+dbwV/8PxCGdnzCjG+xm0fdwDrX2+uGN1K+sNbTZ4wxxhhjjF0ZDrgZY4yxbpem6bFjx5rN5rZt29Z6LqtHKVHMetZSK0qtI4GolCCCODErE17fkxlfAQFcdhId+LJaDBAhSZ1zpCTmQq+Y985fQ/KdRdsEQETWUadlinj7vcSJrdWT5XQbAIxxtXqS8VQh652/PSIoiUKgO7v8XCvxNjXfNzFEKBTsLbvsLbsSADBmuUab+vrttu3ixAn185f07h+CSV3/gLnz7ta//m1763sAAI8fwzR1xRJkuW03Y4wxxhhj3Y4DbsYYY6zbRVH01FNP7dmz5/d///fXei6X0Ildr0rUigAZXw1UZZTY1Fglhadlo5WcWrAGgQgQwdeykPMC/8quZwRiPutlAhUl1lrytPC1PD/dfmeIIDG2FZkosUTkKRlmVODJ81NuRIgSG8X2nPE4Me3E5LMaAenskykQsxkdZtJGM10eVFJkM9rTnMNelHrrQ4IYfe7zyf0PyD0zcnpSTk/Lw4fE3CmIIkwNAIAx/hPfkjNTdmST27DR9fa6SpUqFcoXQCnuZMIYY4wxxli34YCbMcYY6xZLS0tHjx49f7zRaBw6dGh5zcnu5BwlxqXGAoBSwlNXJzKWArOBWr5iKeZ8IUS9GaeGlBT5rM5nL1B5fUkIoKXQmavfVjsxbnYxWliKOj1DECEfen2VTJjR588S4YJ3AxABraXEWGOcEOgpodTpQvAwUJViIBDjxBKRECLwpRTYjozWQquL1IuztyjlBofc4FB63y+Aczg/L/ftAWPspk0AAK2Wmpr0v/041hYpm7Ujm834hB2fMO95r7ntvVQqA9HpGyx8qhljjDHGGOsCHHAzxhhj3WJycvLP/uzPwjCUZ3dFSJJk//79mzrpW1eyzjXaZnEpbkYpEGQCVcr7+VBfsJH0uyEFlnJeIaudAyGuYXfsd4YAGq1ksR4vd8Qmgnor8Tzpe+qcLiJE4Hsy8GSSrGwpDoEvlRRLzXRhKYoSI4XIhbqc9zOBEogCsZTzw0C1Ixun1lpKUntqoUWAuYwuFfxsoLrttHQ1Iainx/T0nBmRIv7Yx11vr9w7I06cEPNz3rNPi28/Hj/wYKuv35bK0GqqV17GKHLVKlWqrlyBIABxTdYgZYwxxhhjjF0SB9yMMcZYt5ifn5+Zmbnjjjv6+vpWjsdxPDc3t1azuiQiakXm5FyrFZnOSNpI4sQChKW8d/ElH98ZgSi6siGHdRQl1hi3cpAIkrTTZeWs6y5HJAT6nhQS09QJBK2ElML3VDMyrXZqjLOOjLFxYo1x/dUw4ysAQABfSS8nF+rxQq0Vv5WPzyc2NU5Uw2zAF3jvQjaX3v9Aev8DEEfiyGE1PSWnp+TMdHrbe121FwDkgQPZP/wf5N49ZmzCjk+YsXE3OEjVHrt+iKpV0HqtD4AxxhhjjLGbC3//YYwxxrpFLpfbunXrgw8+eN99960cr9Vqjz322PT09FpN7OKsg2bbLKfbHXFi680kH+oLLn5IBJZcmjrrSArUWkhxlXpgry2it/qQnztMZw87olZklppJnFglhXXkaelr6RzVGnGznXbabSsljHFE0Gil2TANPLVcnJ2ktn76RsIZzVbazKQZ/wItv9kV8wO3eSzZPAYPfRyMAedOLzjprBkdx0ZD7t+rf/YCNpuuXLGjY9GvfSF56ONULEKrKWo1CgJu280YY4wxxtgq4ICbMcYY6xYDAwO7du0S5/U60Fpv3rw5CII1mdUlOeeMdeePW0fGkjqv1JqIYuOWmkm9mSSJ9bTM57xC6PlaXu9JoBColZQSl1uUdHhaKHXWrzVK7KmF9lIjAQCtRD70hMB2ZJLUJqlptlNjqB2bSjHQSiSps45S4xzR8jlKjUvNuafdEaXWOUfiQvcV2Dunzlwz2x07W//u9+TePXJ6Ss5MyQP7xcmTYn4OG43OnyuoN9/wfvD3oJUd2ez6+l2l6ioVKpXB8zjsZowxxhhj7KrjgJsxxhjrFsPDw5/5zGeUOvd/5zAMP/rRj67JlC4HIl6w/Fq8zbhxtLAUzy60nSMASFLXjowpub5y5qr37F5lAjEX6nbsLTWSztEhQuCrXEbrFQF3pyK72Uo7T1PjhLDtxLTaJvAkIgpEAIpiG8U2F+rOfqTAlemoFBc4vW9txinqtYRI1R5T7TF33g0AUK/Lg/vl9JTZsZNyeUAUhw56P/y+eu0VEsINbbDjW8z4hB0dS993rxsaAilP1/Pzr4kxxhhjjLGrgQNuxhhjrFtorUul0soRequxRTdHllJi4CmtxMqCYiVFxlf6QoF1Ozb15un8t8M6arbSVqgLobcaM76WMr7qKQVKYhRbAtBKFHN+PtQrf3+OKDXOrjgDgGAtxYn1lFBKdE4mEZhOObbAwJOZs1eP9LTMBKrZTleeSd+TGV/dGO1erhv5vN2x0+7YuTxgxyeizzyqtm0XR4+KuVn1ys/1j34IAPV//78k69eDlHLPjDhxnDIZV6lSpUrZLMiubCrPGGOMMcbY9YADbsYYY6xbEFG9Xj906FCapgMDA7lcbu/evcePHw+CYGRkZGho6PzuJd1AIOZCVS0Fi/U4TV0n1S1kvWLOOz+WJ4Ikded0jgaAJLVxbCFcpTlfOwiQDXTG16lxBKSkuEA/bAQhEHFFY256qxAeQSD6nrSO0tRJgUoJJbCU97PBWasXCoGFrGesazRTYx0ieFqWC342ozjeXlun825j8MQJuWdGzUzJ6UmsL7lNm0EpIPL/5qveE9+icsmMTbjxLXZ42FV6XE+PGxyC8Pr/N8AYY4wxxtjq4oCbMcYY6xb1ev2ZZ575+7//ewDYtm3b8PDw9773vePHjwshbr/99s997nPr1q1b6zlemKdktRRkfNWMUiLInNeUY6VOb42VdccAIC7UcOP6JRB8/bZ3IyRixpe+J6P4dNDvHPlaQqg7YbhWMheitVQuBpWC72uZ8ZU8+/wgQDZQWmWygWrHVgrMZlQYaHkDncbrm1I0OGgGB819HwIiaDZP9+AmomKJenvFyRP+335HPPaXFIZ2aEP63tvjz3/Rbh4lqbDRACmpWOS23YwxxhhjjF0SB9yMMcZYt9i7d+/3v//9YrE4PDz8+uuvv/DCCxMTE7/6q786MzPz/PPPP/fcc4888shaz/FtKSEKWa+Q84jgIoEcIgSeDAPVWV9xWeCr8OwK5RtbLqOTQrCwFCWpIyJELOU8AK/ZShPjiMj3VTb0qsUgm1FAb7sfT8lKQVKnn/Pbb8bWGCLkcsuP25//QnLfh+T0lJyekntm5InjYm5W7Zkxe6ZBSlJK7/6BqNftyCY3sM5Vq1SpukoFggx05d9wMMYYY4wxtrY44GaMMca6xezsrLX2C1/4wuDg4OOPP/7d7373k5/85NatW0dGRhYXFycnJ9d6gpfhoul2h+/JcsG31kWJXW4wXcx5vncTtSFWUlSLvu/JZiu1jgJfFrKeFNgMTaOdOkeZQOVD7Wl5ObE1Aqfb15Vc3m6/xW6/BQAgjsWRw2ryTYgiu3mUikWsL+kX/tF7ejcmiesfMGPjdnzCjk2YHbfYbTson1/r2TPGGGOMMdZdOOBmjDHGuoW1FgCKxWIQBD09PX19fdVqFQDCMMzlcocOHVrrCV4dArGQ9bQSS800Ta1WIp/1wkDdbK01pBDFrFcIPUJYrsst5rxC1gO89H0CdoPwfbd5NNk8emZkYT7+5Kfd+kF55JCYnZUHD+gXf4bNRvzwZ1q/83s2n4dWU73xOhhDlaqrVKlQAKW4kwljjDHGGLtpccDNGGOMdQvf9z3Pq9VqPT09GzZsuPfee8MwBIAkSeI49n1/rSd41QjEbKDDQHf6mdzM0Ryel2XfzGeDAQCUK8kjjyaf+SwuLMh9e+X0pJqeEgf2pXfc5QoFAJD79oX/438vTp204xNmfIvbtMn19btK1Q0MULEIki/vGWOMMcbYzYWvgBljjLFu0dfXt2XLljiOAWDLli1btmzpjLdaLSHE6OjoRV99/bnJo23GLgaRKhVTqZjb74gBoNkAIggyAABJ7Pr6xPFj+sfP+t/9NgG4oQ1mfCL657+WfvBDkM9Du4XNJoUht+1mjDHGGGM3Aw64GWOMsW6xefPmnp6eTCZzzngQBLt27eq0K2GM3YyyueWHdsctrf/id+TMtJqZkjPT4ugRMTenX30l/fAJQ44A5OSb3nPPUibjBodctddVKlSpUi4H8iZqc88YY4wxxm4eHHAzxhhjXcE5p5SqVCoAYIxZ+aNisXjbbbchVzszxgDA893mUbd5NH3wY2Atnjyh9szI6an0/R+gbA4A1NSk/9d/qaYmXbliN4/a8Qk7PmGHN6a330n9A1zTzRhjjDHGbjAccDPGGGNd4ejRoz/96U8vssHQ0NDtt9++avNhjF0HpKR169N169N771ses5s2x7/0sJ18U5w8KRbm5N89Kb76V5QvLP3Rf0jv7wUhxN49Ym6OsqGrVKFcAQrW8AgYY4wxxhh7lzjgZowxxrrC4cOHv/71rwOAtXZubq5Wq/X394dhmKbp7OysMebRRx+9SMAdx/GJEyeOHj3abDbz+fyWLVuKxeIqTp8x1i3MnXebO++GZlMePCCnJ+X0lNwzg+22G1gHSgFR8LXH9I92u2qPHd9ix8bE2IjIlUSx7Hp7wbtxFrNljDHGGGM3CQ64GWOMsa6wY8eOr3zlKwBw/Pjxp576/9m78/io6nv/499zzuzJJJNMVshKNpaAAQICiixhVUHrglaxalW09urtorW3i+29tV5vr7ban16rdal1qVJEVBTZRBBBRWRNSDJZgOw72Wc75/z+GI1oZVOSmSSv5x8+Zr5n+8yXeDLzzne+3/d8Pt+sWbNiY2O7u7v37NlTUVExZsyYkxze0dGxc+fOHTt2VFZWRkZG3nPPPQTcwLAWFqaOGauOGSuEEF6v1NaqR0QKSRK6rhsMktCNB/ebtr0neb0iMcGSkSVPzndfe72WnCKEkNrahEHRbWFM2w0AAIDQR8ANAEBIsNvtdrtdCFFfX9/Z2XnjjTf2JdoZGRmrV6/ev3//ggULTnS40WhMS0uLjY09ePDgrl27BqhoAIOCyaTHJ/Q9c1/7Pf+06UpRoeJyKXW1xvZWpabKIIR08aUiWQhVNa1bK3V2aCOTtNg4PTpai3bqEZHCYBCsBAAAAIDQQ8ANAEBo6e3tbW9v/8qSkh6Pp729/SRHORyOc889VwjR0dFBwI2hhEz1LJMkPSHRl5DoO+8Coetye5u9sVYtLPIpRi0hQQghurtM694yv7tRt1jV1DQ1K9ufla2mj9Iys9WsbN1mC/YLGHz4GR4AgU6WJKHrA3c5AAAQIgi4AQAILTExMSaT6fXXX+/o6LDZbF6v99ChQy6Xa8qUKWf9Wooimc28GfiGDAZZCEEH9itZlg0GOrkfSdY4OT3JP3GS8GumQItBlhcv0mOjpbo6Y3Oz8eOdYt1aXRe+5dd5f/xTLSpC9PaIoiIhSSImRjhjhNUqZDnILyO0SZKQJMlkUhSFjuovgcTZZDIQcAMAMAzxaQEAgNCSkZExb968t99+u7Ky0m63ezye3t7ecePGFRQUnPVrybJMdPiNBbIqOrBfKYosy5JEmNSfZFkyGo/LXhNi9dtu8/luElVVorhEFB8SxcVSTY0+Zowx0i7MBrm8WvnTg3JvjxgzRuTk6MnJWkysHh2txcbptjAh84/1NSRJMhoNBsOAhK/DmNk8QAE3AAAIKXwkAwAgtERGRi5evHjs2LF79+5tb2+3WCyZmZnjx48PCws769fy+dSuLjdxwDcgScJmMwkhenq8dGA/kSQRHm72+zW320cn9xNJEhERVrfb6/GoX90WM0KcP0KcP0domtzYoBuNumIVHW5DQ4tVyIaKw/Inu6XODt3hUEdlqlnZnsuu9E+ZqlttksctvF7dahUGgxDk3UKShMNh6+72+P1asGsZsiRJOJ3hnZ1ubUD6OHC5gbgSAAA4DQTcAACEHIPBEBcXl5eX5/F4DAZDdHS0xWLpp2uRG34zui50feDmex2eAn0b6Gr0k75OPhlZ1hIS+575c0b3/NuPDK4SxVWiVFbKTY1ya4uycb1/4mT/xElCCLmkxPDpJ7rdrsfFa06nHu3UHFHCbB620zrwAzwATusn+WxfDgAAhAgCbgAAQovX6z169OiOHTtKSkp8Pp+iKImJidOmTcvNzbWdeHk3TdO8Xq/X6+3t7VVVtaenp6ury2QymUymgSwewNAXblcnTlInThJCiJ4e5egRxVWquEp8507TbWFCCMO+PbZHH5YbGrSRSWpWlpqV48/I1BJH+Cfk6dHRTNgNAACAs4uAGwCA0FJfX7969eoDBw6MHTs2Nja2u7u7pKSkrKxs+fLlU6dOPdFRbre7sLBw//79Bw8ebGxs3Lhx4+HDhydMmDB69OiBLB7A8GKzqaPHqKPHHN+mJSd7FyxSKivllmblUJHxg/elXrc6cmTnn//in3qukGX5cKXU0aGHh+tOpx5uF7I8bAd3AwAA4Nsj4AYAILRUVlaWlZVdf/31c+fOlWVZ1/XS0tIXX3xx69atJwm4/X5/fX39vn37hBBjx45taGhQVTUpKWkACwcAIYTwzS7wXTBHamxUKsoUV6mhtESpPiq8Xt3hEIoihLCsWmn45CMtPkHNylFTU7XYOD3aqUU7dYdDGPh4AgAAgDPDO0gAAEKL2+1WFCUnJ0eWZSGEJEnx8fHJycmVlZUnOSoiImLJkiVLliwZqDIB4MRkWU9I8Cck+Gec79F1qb1dam7URoz8bN56d6/c2GA4sF9e9YpuNqup6WpWtn/iJPfly/S4eCGE1Nmpm0zCZGJkNwAAAE6JgBsAgNASFhYmSdLevXttNpvNZvP5fC6Xq7q6OjY2NtilAcCZkyTd4dAdjr4Gz1XX+PMmKq5SpcylNNTLrS3Gjz+UG+q9c+epcfFCVU3vvCX8fi0+4bM1KqOjhdXG5N0AAAD4WgTcAACElpSUlIyMjLVr1x4+fLhvDm5N0y688MJglwYA35okqVnZala2EEL4fHJtjVLmUlwlemSk5owVQojuLsuLfzd+/KEWF69mZPqzctTMLC0pWU1LV9PThdkS3PIBAAAQagi4AQAILUlJSZdffvm6desOHDiwZ88eg8GQmpo6b968/Px8IYSqqqqqGo1GiW/uAxjsjEYtNU1LTfMVzO9rk7w+7wWz9UiH3Nwk19ZYDh6QOtq1yEj3tdf33nq7HmcR7l6lvEwYjJrTqUc6hMHATCYAAADDGQE3AAChRZbltLS0FStW9PT0dHR0mM1mh8Nh+HzhtZqamurq6smTJ5vN5uDWCQD9QY+J6f3Jz9ztx+TKCoOrVHGVKpUVclOjFh8vDEYhhHzksO3hh4TQ1awcdVSGFpegOZ1adLQeFS3MZsJuAACA4YaAGwCAUKQoit1ut9vtX2kvLCzcsGFDTk4OATeAIUyPdKh5k9S8SUII0durHD2s2SN0u10IIbe1SV2dhkNFpvXvSJqqjkxWs7L8Wdmeiy9Vc8cLs1l4vULThMnEtN0AAADDAQE3AACDjK7rwS4BAAaQ1armjOl7pmZl9972b0rxIYOrRK6tkVtaDCXFxp0fqBlZak6OMJuVMpdSdFAPt+sxMVq0U4926na7kGUGdwMAAAxJBNwAAAAABg3dGeObNcc3a47QNKm5SSkvC8xk4s+fKqw2IYRx5we2hx8UXq82KsOfla1mZ6up6VpMrDpmnB4RwbBuAACAIYaAGwAAAMAgJMt6XLw/Lt4//bzjm7WEBO+sOUp1ldzaYnp3k/zqSt1kUkdldv7xz2ruBCGEXHVU6unRIiKYthsAAGAIIOAGAGCQkchiAODEvBct9RbMV44eUQJrVJa5lIZ64fcLqy0wfNu86hXDoUJ1RJKamaUljtCcMXp0tOZ09u0AAACAQYSAGwAAAMDQYrGq2aPV7NFCCOH3y7U1cnOTOnKkkCSh63KjiSy8AAAgAElEQVRjg+HAftPmjVJPjxYX78/IVLOy/XmTvBderEc6hBDC7RYmo5CYthsAAGAQIOAGAGAwiY2NHTNmjNFoDHYhADBIGAxaSqqWkvrZU133XL5MHTNOKStVjhyRm5uU+jpj4UF1/17ftBl6pENommnjeiEJzRmjRzu16GjdESUMBsJuAACA0ETADQBACPF6vc3NzbW1tZ2dnX6/X5Zlm80WGxs7YsQIm80mhJgwYcLo0aMDjwEAZ0yW/flT/flThRBSe7tyuCIwk4kWF/fZ8O3ODtsjDyrlZWpKmpqVrWZlq6MytPgENTlZS0oWRlOQ6wcAAMCXEXADABAq3G53UVHR5s2bKyoquru7AwG31WpNTEycPn36jBkzIiMjTSaTyUS8AgBngR4Z6T9nov+ciUIIoeuBRsnt8U0/X4+KllpbjLt3mTe+I/x+dWSy+9rr3N+7UY+KFh63cviwbrVq0U5hY9puAACAICPgBgAgVFRVVa1Zs6axsXHmzJmpqakWi8Xn8zU2Nu7evfv11183GAzz588Pdo0AMER9PgOJHh/f/ZvfyXW1SplLcZUYXKVyTY3c0qxbrEKShRDy0SPWxx4WVps/K1tLStGcTi3aqUc79YgIITNtNwAAwEAj4AYAIFRUVVU1NDTcfPPNU6ZMOb590qRJL7300kcffUTADQADwWDQklO05BTfnAKh61Jzk1JeriUm6mFhQgi5sVE5fNhQWmJpP6bbI9RRo/xZOWpmtnfhIjUjSxiNwu8XkkTYDQAAMDAIuAEACBV+v1+SJIfD8ZV2q9UaFhbW0NAQlKoAYFiTJD02zh8b19egpaf33rTCcKhIqSiTGxvl1lbTe5vl11ZpcbFqcqowGpWKMqXMpYfbtWinHh2tO6OFzsIJAAAA/YWAGwCAUBETE2O1WtevX+/xeCIjIw0Gg6Zp3d3dhYWFlZWVEyZMCHaBAAChjUjyXpLkveQy4XHLR48YXKVKmUspc/kn5QuLRQhh2rjB+n9/1sPC1MyswDKVUtYoxWb3p2eJsDCGdQMAAJxdBNwAAISK9PT0adOmbdiwoby8PDo62mg0aprW2dnZ2tqanp4+e/bsYBcIADiO2aJl5XizcoQQQlX75iTRnE7/1GlyXY3BVWr86EOpu0vEx1uysn0PPKSNyhSSJNfWCK9Xj3QwbTcAAMC3R8ANAECoiIqKuuiii9LS0nbt2lVbW9va2mo0GmNjY2fOnJmfnx8XF3fqUwAAgkJR+h56rrrGO2+BUl5mcJXIrlLDkcPGY61yT48wmgJZtvm1V5XDFWpSipqWrsXF6dHRWpRTj3IIg5GwGwAA4EwRcAMAEELCw8PPPffcc889N/BUVVW/3y/LstFoDG5hAIDTJUl6TKw/JtZ/7nQhhNTZ6Wip7a2q1WJihSQJXVdcJaatW+TGRt2gqKnpgWlM/LkTvHMKRFiYEEL4/UJRCLsBAABOBwE3AAChQtO0lpaWyspKTdOSkpLCw8OLiopqampsNltmZuaoUaOIuQFg0NHtdpEy0Z85Rvg1IYTQdc/SS9VRmYqrVGmok1pajJ9+Yt603j96rH/iJC0sTGiacctmoch6lFOLjtainZ/N3E3eDQAA8HUIuAEACBVtbW0bNmzYvHmzyWQaN25cQkLCpk2bent7NU1LT09fvnx5Tk5OsGsEAHw7suybO983d75QVbmuVikrVVwug6vEn5auh4cLIURHR9h//lruaFdHZapZWf6sHC05WYuJ1UaM1OIThIFPcAAAAF/C2yMAAEJFeXn5jh07zjnnnJSUlI8//nj37t3Tp0+fP39+RUXFunXrtm3bRsANAEOHomhJyVpSsm92gdB14fMJo1EIIfX0+CdPUcrL5MYGQ3GRpf2YHh6ujspwX3WNe9k1IjxceDxybY0eFq47HMLItN0AAGC4I+AGACBUtLe3K4py+eWXx8fHa5q2du3a+fPnjxo1Kjo6+siRI0ePHg12gQCA/iFJwmQKPNRHjOi67wHlcKVSWmIoK1XKy+SmRrm1RXJ7JF3XhZCrqmxP/p8WHaWOytTiE7Rop+50alHRwmIh7AYAAMMQATcAACFE13W/36+qqqqqkiT5/X4hhKZpqqoGuzQAwECx29XxE9TxE7xCCI9HrjpqcJX6M7N0q0UIIddWGXZ9pFSUS16POjJJzcxWs3P8mVm+C2ZryclCMQhN+yzpJu8GAADDAAE3AAChwul0ms3mtWvXJicnFxYWms3mrVu39vT0VFdXl5eXMz8JAAxHZrOWmeXNzOpr0JJS3N+7UTlUpNRUyy3NSkWZ8ZOPpc6Ojiee9SYkCsUgV1YoRw7r4XbNGa1HO/WISCHLhN0AAGCoIuAGACBUpKamTpo0acOGDZ9++ml2dvaCBQu2bdtWVFTU09MTGxs7Y8aMYBcIAAg+bVSGe1SG0HWptUUpL1PKSg2lpcrhSv+43MAs3ua1b1j+9pQeG+fPylazstX0UXpMrOZ0qqnpTGMCAACGHgJuAABChdPpXLJkSW5ubm9vb3p6ut1uT0tL279/f3h4+DnnnJOZmRnsAgEAIUOSdGeM3xnjnzrNI4To7hJWm5BlIYQeHq5mj1bq60zb3pNfX61Lspaa5s8Z3f2fv9dGjBSSJDU0CE3THQ7ybgAAMAQQcAMAEELsdvuECRP6nk6cOHHixIlBrAcAMDiEhfc9dF93g3f2HIPLpbhKFJdLrq+TW5uVijJdkgJxtvn11XJDvZqapo0YqTudWrRTi44WYeHi8x0AAAAGEQJuAABCiNvtbmpq6uzsDA8Pj4uLs1gsQghN05qbmzs7OzMyMoJdIAAg5JlMWkaWNyNLLLpQaJpUV6uUueT2Y3pUtJAkoevGjz80vb9VOtamxcaqGVmfzWSSPdo343xhNgshhK4LwRqVAABgcCDgBgAgVPT29u7bt2/z5s3t7e3R0dGTJk2aMmVKVFSU3+//5JNPCgsL77777mDXCAAYVGRZH5nkH5n0RYuuexdfpCUnK5UVUkuL3NxkKS2RjrX5ppzbcc5E3WwWum7c9p4wGrXoaC3aqTuihNFI2A0AAEIWATcAAKGiqqpq7dq1ra2tubm59fX1a9asaW1tnT9/flhYWHt7e0NDQ7ALBAAMfrLsuXyZ5/JlortLqawwuEoVV6lS7vKPHqebTUII0dEe/ou7haz4M7PUrGx/RqaekKBFO7WERN0ZE5jmGwAAIHQQcAMAECpqa2vb29tXrFiRl5fX1ta2cePG7du3+/3+uXPnBrs0AMCQExau5k5QcycIIYTXK9xuYbUJIaTOLv/oMcqRI8Z9e0xbNklut5qUpGZku6+4yrvkEmGxCK9XbmrUIyJ0pu0GAAAhgIAbAIBQ4fV6JUlKSEgQQkRFRS1evNhsNm/atKm3t9ftdge7OgDA0GUyCZMp8FAfMaLrvx4wlLmUshLFVapUV8ktzcrhCrmxQWiaEEKuqbY894yekKCmpGkxMXq0U4uO1iMdQpYJuwEAwMAj4AYAIFSYzWZFUZqamgIZt91uD4zdfvvtt48dO5acnBzsAgEAw4As6yNH+kaO9M2aLYSQ2lqVMpfiKvVPnBwIwZXKCstbb8jVVbrVpmZkqlnZ/qxsNT3DP2WqljiCOUwAAMAAI+AGACBUxMXFJSUl1dbWjh8/PtASyLh1Xf/HP/4RFRUV3PIAAMOQHhXtn3Kuf8q5fS1aQoL7u8uVkmK5qVFqbTFu32Z+4zUhpPZn/q7FxQtZlo8cVqqOapGRgcHdwmJlZDcAAOg/BNwAAISKpKSkgoIC+ctj3+x2e0FBQUJCgqqqwSoMAIA+6tjcnrG5wueTjx5VykoNrlKlrESuq1NHZQpFEUKY17xq+efL6sgkNSvbn5mjjRypO51atFMbMVIYjYTdAADg7CLgBgAgJGiaZrVac3NzhRB+v//4TVarNT8/XyIRAACEDqNRy8jQMjJ8CxcLTZMa6vW4+M/Ca4NRi4pWDlcaP/1E6ujQnDFqZpaaM7rr578W0dFCCKmlWciyHhHJtN0AAODbI+AGACAk1NbW7t69+yQ7JCUlTZ48ecDqAQDgdMmynjii75n7mut8505TXKWG0hL5cIXc0iy3tsjvb5Xu+aUuhBDC/ObrUvsxNTVNj43TAmtURkUzuBsAAHwzBNwAAISE6urqVatWCSFUVW1paWlvb4+Pj7fZbD6fr7m52e/3X3nllQTcAIDQp0dF+fOn+vOneoQQPT1KZbnickldHbo9QkiS0HXT+nXGHe9LqqqmpvuzstSsHDUzS01N8+dPFQY+ogIAgDPDuwcAAEL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nTz6+cWx+vk10b9784bcvtfqZW35aeOUzDy6wn8bOxvjJ3/3133aUbrnT98/Vh3o2/WPbuU/t3ffag7fNzwyXvvYIf0+PTwi7/XTOjm+gu6WlV4jc8blf3/9CCNHyxuqtqjzj/Oknez89esIEo/AWH6r4oqm1uLhRSLkTxvM+HCEkLy/vww8/dDgcM2bM2LJlS39fLjOx4qVfXnNeWvyo2d/79V/XlxxT+/Vy3PBxMtzwAWDw4z4LAAAGh/379+fn59fV1X3wwQcFBV/M0Kn3HN3+0gM/uGh8woi8S+549EPp/Dsfe/NAXe3eF27IOOHJtOJilxBRSUlhx7dKI0cmCtFUWnrSb+n3Hnj+3y/MS4sNM1siE8fMvPqXL+3v/Mou1c/c/NPCa555cO7p5RG+xk9X/vfNs8cW/NlwxWVjbAXfnfnh98fnLv3J4xvKuv51QNma5QbJeN3rQoi3rrNKkiRJ5z9c/68n9TftfuW+G+ZPykwIN1sdSeMXrHjk/abAGLJjT807bsG0z5Yp8798aV/TFS+f4gyflRFw8d8Pb/79VVNTHFabM/Wci+9eU/6lr9nrLZ889ZPLzs2IDTOZbFEpeYtvfXhLjfovJ3nhuAlTe4tX/uzSScmRFnNYbPbMG/60vemr3eApffXea84fneS0ma3RaflLfvinNw62nb2IrPmfK7eIqCt/+YPsE++z99NPdRGbElX23E+XTkx2WEzW6NSJF9/5l12txxUbf8MfH1yQuO9/b/jFG0VN3T2tZRv/sPw3myKn3/vYnSc5NRAMA7ns5L+/fai+eteqB2+a0LHhDysWjU4YmX/Zjx5e/Un9108YsuZqg3QKCf92opUfueFzwz85bvgAMBR8dUYxAACA0PPWW29FRETMnDmzqanpsyZ/a9E7T/5i+QVp4ZIQckTW3O//9pl3yzq00zpf+xPzhRBJd3345WbXf58jhJh0f8UJD6z703nW3OseeXt3WVNXR23xlseuG2sT5rF3bGj7Yp+qJxc6Rt2+uUvXdV3vff4SIcQ5vzt0kmrqXr528ryfvrCvTdPLfz/R9L03dN1TtfHB66bMvvdT99ce4Xv+EiHERc/3Hte286cjj7/Qm9ebReyi+ze6Wru7mlyb/3x5mmwYfdf2z49oemqRVciT/lB2/GmPPDjdcdlLrad3hr4yMvIuueGpHUePdR2r2PjLc63COOUB1xevbc116UYpfu5/vXmgpr2zoWTzny5LN0hxF/+11H+C1+J3PT7XIeSRi/93Q3FjZ3vN/td+sWDmmDQhzNe++dkuPetuTpQiL/jthpLmHndX/f7X7pphF84fbjlRB1f977lCXPRs74m2f0X9qivilVE3v9Vysp0CZYcnJMTkXPv4++XNnW2HP3ruBxPChDH79s3Hjt/TXbzyrrlJn60jp8RMvfXpPR2nWQkw4DRNe+CBB2RZXrFihc/n6/8L+luK1j3+H9eclxImhFAcOQtu/q/ntpR1nt6t/PRww+eGf2Lc8AFgSCDgBgAAoe7hhx8OpC1er7ev8c4RJiGEMWb8kh/+zys7q0/3o+xnTpB3lN4/QQgx+b8rz+BUrv+ZahQi9a4P1cDzI08ujBx1+3tdn20+nbzjOEX3jhVX/fOU0c5p5R222Y82fLG5d83yKGG86Pn2z567N92WIETS7e/29alv+4+SU+7c0ZdoneoMn5cRdf2b3Z+3uF++wizErMc/+zNEz9obYoWwX/6P1i9O495y6wghrAueqf/a19L5ypURQkRcveqLy+g1T8wxH5937L47XYgZf6z9Yo99/5F9fN7x2lWnXIYt/ofvf23XNr/74zx76lUvHPZ/7eY+nX9dKIQQIv3HHx2XARbdN1ESYsyv9332XDvyz1smhBvTLvvj+uL6zq6msq1P3DDWasm+6pmSAUgOgW9q5cqVNptt4cKFbW1tp977rNC6Kt77+3/dvCDHoQghbBP+c+9ZOzU3fG743PABYIhjihIAABC6PB7PDTfc8NOf/vT+++//ypKSgW8FKyarxWKxWIwn+3h78Lejv/RF9veECHc4DEJ0d3d/ec9Ag8PhOIMaM6+8YqIQR958c78QQj/615vuLr3+mT/MCjvlgV/L4/EIt/vrv6V/Zi7+W/eWHx43C7nlnHOyhW/PnsLPnpsLfvJvE+Xqvz34ckug4djL//u35B/9aLrhdM/wuXFTptg+f2xOTo4Tora2NvD0g9deaxJi+kUXRX2xu3n2hQU20bvptfVf/aK/EEKIHe+80yHE9IULj1urbcTs2V/6fnfOgkVp8o77vrPiodUfHu5UhRAT7i9pfnR23w6XvvyltOLrBvTVP3r+v168++NfLbzktbF/ff/Fa1NPkZjYwsIkIUTUvEVTDV+0jllycaYQh9avrxJCCNHw/L/d+Nf9Mbc9948fL8iJDw+LybhgxdMrf55T+spt33+0/OQXAIIosOxkUVHRgC07KSTFaLFYLBazURaf3+G/CW74QnDD54YPAMMNATcAAAhRzc3NCxYsWL169Zo1a+65556vbP3z0frCdU/8eI7547/86JKJIxLGLf7Bf7+4/Uj318Qiub8t/tLn3NlCyKNHZwnRVl39pcBDr6mpEyI2O/tM8g6RmJgohGhsbBRCNL750qb2yj/PDu+LV6zXvS6E2PfrMYHpTx8oO/nJ8h4o09cst5zJ9U+gfe8L914/d3xaQpRVkSRJktLv/kiInp6evj2yfvDTpWE96x76vyIhhCj9y0PbFtx1c/qZnCEgMjLyiycmk0kITQvM3OppaGgXwhIX9+WpaePj44TQ6uubvqZsT1NTpxCW2Njw41vj4r60YGjYvMd2f/T3f8upeO6HBaMcEYnnLLrl/teKv1rXmfKXPXHlkmdG/mnTc1cln3I8oJDT0pKFEE6n80vNgUqbmpqEEEL74J2NXcI8c975puMOHFcwJ0F4P1j37resF+hXA7XspNZeuvnp39w4NzM+ddqy/3ihOH7pr/72blnD3nvP+WKfM5mDmxs+N/zTwQ0fAIYWAm4AABCKDhw4MGXKlJqamg8//PDiiy/+mj2UqLGLVtz/wrbKxsPbXvjdlalVK+9dPjM9ftTMa3/5xLqiVv/Jzz9uzpw4IT7d/enxjYd27+4RtoKCaWdUamD0WuBzbvy/TAv65W+s7/155hmd+xs7/Ocl5133u3ejbvnb+6VNbk3Xdb3qT+cJoevH/QUg+qq7b0zW9z360EaPd+NDf+665a5L7Gd2hlMwx8dHCuFubPzy0L2GhkYh5ISE2K87JDbWLoS7qanr+NbW1tYv7yZF51/3n89t2l93rGn/mt8v1jfce9mkeX/8NuNMm968dfG9np9vWHlTxmcD9Pb+PDPprg9PeEDe+eeHCVFfV/el1kDuFR8fL4QQ/u5utxDS1x/f1fX17UDI6NdlJ70Ne9b8+a4rpibH58y7+YF17eNveHDVx9X1JRueuvf6ORn2L/1/85Uhul/na4fofo4bvuCG/yXc8AFgqCHgBgAAIWfdunXnn39+UlLSzp07x44de/KdJVvKzGv/4y9vH6yr2bPmkR/ke7f+8bYLxyWOnLT8uZN8JViZdeuKsXLNqhe2uD9vUve/8PIBkXz9bRfZTnTUsacWSZPvrzi+SS99eeUeIVKXLJlwui9vAKi7tn7QIxIu/cmds7Niw42SEEL09vZ+dTfDjJ/8+3Sl8cUHH3rowZezfnLnFPlMz3AK533nO7FC7HzrrbYv2jxb3trcI6zzvrPQ/nWHzFi8OFKIne+80/FFW/P27V+KMjbd7Mi9r1gIIYTROW7+9x9Y8/tFUu/Ot95tE99Mz8e/vfiWwmvXvv7jXPPpHmO98JblI0XXO2s2ub9oPPTm2nIh51+6ZKQQQpimnjtRCPf7mz/wfrGLXvTue/VCpEw7s1gNCAqLxfL888/fd999d95556233ur3n+Jvh6fpkYvGJoyc9J0fPfGpde5dT6w7VF+z+7VHfnz5lITT/h/wjHDDF4Ibfh9u+AAwFJ3qT+EAAAADKrCk5M033+zxeL7RCdR21+anf3Pj3Jm/3HHS/bp2/irPooy6+olddd29zQdeunW82ZBx2zvNX+xR+dAUWQgx6he7P2to++tCIcKm3P7s+67Grt7OuuJ3H712jFWYx96xvvVrr3HGa46dplOuOXb0/+aGCZFw8R82ljR1e3paSt7906Upyv9n787jorzvvf9f1zXX7MCw76AoaATFHXGLuEWTmKjRbGapOW2Wni6nbU5/6WlP2zzuu72b+757ctrTc/o7MbFJU5OYaDSbcYtLVERc4oKiAoobOwzbADPMtdx/TEOp4obADPB6/gXXNp/5XjPDNW++1/crCI7nt//9kZrWL3cIgihGPv1J69+tuJUjdFHGoZeGC8Lwnx39+veKj55KkcWYOf/z05PlTc3VZ3f++0Mpshi9aFWRcp2DqCWr5ocLUsJ9/3fb2ZrmpopTm/7Hggnx0Z3nHNv+TYcQPuunnxwvb3R7XFWnP395TphgHP+rE9dprq6GZP0b7fybi7rqWygIQsKLeV9vdc2LQdf1ms0vpMqG5MWv7iyqaa6/ePDtb2faheAp/+NwR1PWf/HtNKNgHPbw77efrXK5as/vfeObo22ClPDI+nId6Ed6dtrJ74z7elCpvsIHvq7zga/zgQ8AAxUBNwAACBS+KSUNBsMrr7zSN4/Y8NXq7907Nj7EbA6KHjXnm7/fV611Xu37iiuO/GXH92h3xcF1v/3e0pmZw+NCzEaLIz4jZ8W/vnuiqauDb38+4uqvzwteb77zojc+0Xm8UPMTG3X96EvDOz/MlH+/rOs1+//j+XtGJ0XYjMagmJE5K//vOz+Z+tf1E39T+rfDqfk/ThWEkb84rl39QDc+Qt6LCZ0ecuTPjur6umWdq/g6X9BqD676wZLJKRFWo2xxJI5d8NyrOy4r130uuq7rrWfX/X9LJiSGmIzWsKGTl//ys2N/mPvXbRzf3KzrSu2xD//38/dnjUoOt5ls4fEjspf9+PW8mmuewddunHe0vXl/12lHF3lH5xeDruu6WrP/j99ekJngMMum4Ni7Zj318oaiv8+NNOeRP/34kRl3xYWYZYMpKHp41uLv/mFv5U0HXAACztGjR5OSktLS0s6cOXPzrQMPH/h84POBDwADlajfxqhaAAAAvaWurm758uVHjhx55513HnjgAX+XAwC4Wnl5+ZIlS86dO7d+/frZs2f7uxwAAABBYAxuAAAQCE6ePDl58uRLly7l5eWRbgNAYOrVaScBAAC6h4AbAAD42datW2fMmBEfH5+Xl5eRkeHvcgAA19VL004CAAB0GwE3AADwp1WrVi1atGjZsmU7d+6Mjo72dzkAgJsQRfGll15au3btmjVrFi1a1NDQ4O+KAADAoEbADQAA/ENRlO985zsvvPDCz372s9WrV5tMJn9XBAC4VQ8//HBubm5hYWFWVtbZs2f9XQ4AABi8mGQSAAD4gdPpXL58+aFDh9asWbN48WJ/lwMA6A6mnQQAAH5HD24AANDXiouLp02bVlxcvGfPHtLtANB65v0f3z8uJdJqEEVRFO96+WT3juMp/fzXS0fYRfmxj255n6Zjb/7T/eMTQ62W4NiMec/+IbeWzhdAP8K0kwGJT3UAwOBCwA0AAPrUtm3bsrKywsPDDx8+PH78eH+XA8Gd+6/3Pf67qntWH61paSpZuyKxOwdpO/fpLx/MmPovm89Vtd76Xi35v5g17dlPg5/feLquvnT7T4fl/Thn6ne21XWnAgB+wrSTgYZPdQDAYMMQJQAAoO+sWrXqO9/5zvLly//0pz9ZrVZ/lwNBEIR9P0ic+fuk313J+6eEbh9DeWfFqA2Z//2Hf7b/n6FTf1/56EZl7ZKb7qQV/Dxz3K+c//DFudfn+l4L6rGfZIz/363f/rL4j3ebu10MAP9Yt27dypUrZ86cuXbt2tDQUH+XM3jxqQ4AGGzowQ0AAPqCoijf+973fFNKvvfee6TbAUO7fLlcECIiIu7kIPJDqws+/MncePk29lH3vLbqlBa//Km5Ha8Fw7inHh8tXH77///sNjoMAggQHdNOTpkyhWkn/YdPdQDAoEPADQAAep3T6VywYMFbb721YcOGl19+2d/loDNNVXvgfj6r1XK7u5zaubNaECZOmth5YfqkSTahZceOA3deEoC+N27cuAMHDjgcjmnTpu3atcvf5QxOfKoDAAYdAm4AANC7SkpKpk+ffvbs2d27dy9ZcvNbnNGZXnf4jR89NGV4lN1sCU0cOXHeU794a8+ltmvWmky2sORx9z7/u11lqm/dR0/Kos+ity/s+PWjWcmhVlvEkLGLfvzRuXbhb9sYn/pYEIRNT1lFURTF7N9eEQRB+Oixr3e+rtjv7rujZ6adOVMsCGGJifbOS8WEhDhBqCkqarijgwPwG6advDE+1QEA6HEE3AAAoBdt37598uTJoaGhhw8fnjhx4s13QGeVH39j8rTn32t+4Pe7imvrrxzZ8D9zal57ZtaK1650rH3u3cZFv99VXOu8kP/WStv2H8+dsOSNYlUQhCVrFN37l8WCIJz59x+sif3BhwVllafef8q687ePPP7vJb7j/22b+//Spuu6rh/450RBEIQlaxX9Jir/c8YdPTdXQ4MiCHa7/e8XBwUFCYJQX19/RwcH4E9MO3ldfKoDANALCLgBAEBvWbVq1f33379gwYKdO3fGxsb6u5x+p23Tvzz7l1LLst+v+9dFo+ODrUExGff963v/a6Gx89qHfrf+54tGx4cERY+Y84N3//TNuOrPvv/dt6s6H8c59lv/9c2pSQ67I2Xez394v9l7aPMXtX55RrfANwG6KIr+LgTAnRBF8aWXXlq7du2aNWsWLVrU0ED/XYFPdQAAegkBNwAA6Hmqqv7TP/3TCy+88NOf/pQpJbsrd+PGGkGYeu+9oZ0Whn1zc/u+HyR2rL3//rC/rTTn3DfXJrR9sXFrc6ddMiZPtnVskZQULQjl5eW9X/5NBIWGyoLQ0tLy94t9C0JDQ7vcCUC/wrSTf49PdQAAegUBNwAA6GFNTU2LFy9evXr1+vXrX375ZbptdZOnqqpRECzR0cG3sTYmJloQtMrKmk7LHA7H334xmUyCoGnajR+7D0Zrle66K00Q6q9c+bssRC8rqxCEqBEjiEKAgYFpJ/+GT3UAAHoHATcAAOhJ586dy87OPnr06O7dux966CF/l9OfmWNiHILgrq5uvo21VVXVgiDFxkbd2WP3wWitQsbs2dGC8NWRrzovPH3kSKtgmzs3+86ODSCAMO3kX/GpDgBA7yDgBgAAPWbv3r1Tp061WCwHDhyYNGmSv8vp76YvXRolCHmff9557NqSX4+Xhv4wV/t67aZNnSbu8uzatKNVsM5buqDL/oGBxTDr+efSpbL1a3a5v16knliztkBI+sYL99tutCeA/oZpJwVB4FMdAIBeQsANAAB6xuuvvz537tycnJx9+/YlJSX5u5wBwHr/b15/KqVtww8f/vWmUxXNbU1XDr/zj4/+r4pFv/7hdKlj7Q+W/+qzUxXNrpqiXb9b8c0/qt1kOQAAIABJREFUVUQv+v1/Ph3j79qvdeHVLIMoisN/1tG3T8r8yeqfjnOu/tYzqw5XtrrrTr73nSdfLR7+wuv/c5bFn5UC6A1MO8mnOgAAveVm9ykBAADchKIoL730ki+80DTN3+UMKFrtwVU/WDI5JcJqNIfEpU177JcfFbV2tVa2OBLHLnju1R2X/3obet6LCZ0u+Ub+7Kiur1vW+Srw/jfbNj5h+LsLw4QX87pb6KffMF9znbng9fq/bVD6b5MlQRBH/vLE3+3X8NXq7907Nj7EbA6KHjXnm7/fV80LCBjYjh49mpSUNGLEiDNnzvi7Fj/gUx0AgB4n6rp+q1k4AADANZqbm1esWPHFF1+88cYbTzzxhL/LAQAEuvLy8iVLlpw7d279+vWzZ8/2dzkAAKB/Y4gSAADQfefPn8/Ozv7qq6/27NlDug0AuBVMOwkAAHqQ7O8CAABAf5Wbm/vQQw/Fx8fn5eUlJyf7uxwAQL/hm3ZyzJgx3//+90+cOPFf//VfssyXUwAA0B304AYAAN2xevXqOXPm3H333bm5uaTbAIDbxbSTAACgRxBwAwCA26Oq6k9+8pNnn332hz/84fvvv2+z2fxdEQCgv3r44Ydzc3MLCwunTJly9uxZf5cDAAD6HyaZBAAAt8Hlcj3xxBNbt2594403nnzySX+XAwAYCJh2EgAAdBs9uAEAwK0qLS3Nzs4+dOjQnj17SLcBAD3FN+3kwoULmXYSAADcLubxAAAAt2T//v1Lly6NjY09cOAAg24DAHqWxWJZs2ZNZmYm004CAIDbQg9uAABwc++9997cuXNnzJixf/9+0m0AQG9g2kkAANANBNwAAOBGdF1/+eWXV6xY8dxzz61bt85ut/u7IgDAQMa0kwAA4LYwySQAALgul8v15JNPbtmyZdWqVU8//bS/ywEADBZMOwkAAG4RPbgBAEDXrly5MmvWrNzc3G3btpFuAwD6EtNOAgCAW8SsHQAAoAt5eXlLly6Njo4+dOjQ0KFD/V0OAGDQYdpJAABwK+jBDQAArrZ27dq5c+dOmDBh3759pNsAAH9h2kkAAHBTBNwAAOBvfFNKPv74488+++xnn30WEhLi74oAAIMd004CAIAbIOAGAGAwOn369LULW1pali1b9sorr7z55pu///3vJYnrBABAQBg3btyBAwccDse0adN27dp17QaXLl1qa2vr+8IAAIDf8cUVAIBBp7y8fMqUKe+9917nhWVlZbNmzdqzZ8/WrVtXrlzpp9IAAOjaDaadbG5uvu+++37zm9/4qzYAAOBHBNwAAAw6L774osvlWrly5cGDB31LDhw4MGnSJI/Hc+jQoVmzZvm3PAAAuuSbdvJXv/rV97///eeff15RFEEQNE17/PHHCwsLX3nllZKSEn/XCAAA+pqo67q/awAAAH1n3759d999t67rBoMhNDT06NGjeXl5K1eunDVr1tq1ax0Oh78LBADgJtatW7dy5cqZM2euXbv2N7/5zW9/+1tN04xG46xZs7Zv3+7v6gAAQJ8i4AYAYBBRFGXs2LFnz55VVVUQBKPRmJiYeOHChRdffPGVV14xGAz+LhAAgFty8ODBJUuWxMXFffXVV52Xf/zxxw8++KC/qgIAAH2PgBsAgEHkd7/73YsvvqhpWscSWZazsrL27t3LlJIAgP7l448/Xr58uW+gEh9JkmJiYkpKSmw2mx8LAwAAfcnw8ssv+7sGAADQF6qqqpYuXerxeDov1DStrKxMUZQ5c+b4qzAAAG7XxYsX77vvPrfb3bnPlq7rbrfbYDDk5OT4rzQAANCn6MENAMBg8dRTT73//vter/faVaIovv32208++WTfVwUAwO1yuVxZWVklJSVd/lEzGo2nTp1KS0vr+8IAAEDfI+AGAGBQ6Jhb8nobmEym3bt3T506tS+rAgDgdmmatmTJkk8//fR6GxiNxnnz5n3++ed9WRUAAPAXRtsEAGDgU1X1hRde6HIOSUmSRFEMCgr61re+xYilAIDA53a7582bN3r0aEEQTCbTtRt4vd7Nmzd/9tlnfV4aAADwA3pwAwAw8P3hD3/4wQ9+0HluSUEQZFlWVTUnJ2flypXLly8n3QYA9C+FhYVvv/32G2+8UVdXJ8vyVbNNJiQkFBUVWSwWP1YIAAD6AAE3AAADXHV1dWpqanNzs+9Xo9Ho9XpTUlKefvrpZ555ZsiQIf4tDwCAO6Gq6q5du958883169erqqrruu8furIs//znP//FL37h7wIBAEDvIuAGAGCAW7ly5Z///GdJknRdt9lsTz755MqVK7Ozs/1dFwAAPamuru6999574403jh8/bjKZ2tvbTSbTmTNnUlJS/F0aAADoRX8XcOfl5b366qt+rAYAAPQsp9O5c+dOURSjoqJSUlLi4+O7HIkbQPdMnTr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"text/plain": "" }, "execution_count": 143, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import graphviz\n", "from graphviz import Source\n", "from IPython.display import SVG, Image\n", "i2edf = pd.DataFrame(i2e, columns=features)\n", "i2edf[target] =clf.predict(i2edf.values.reshape(1,-1))[0]\n", "lux.uid3.tree.save_dot('tree-wine.dot',fmt='.2f',visual=True, background_data=train, instance2explain=i2edf)\n", "gvz=graphviz.Source.from_file('tree-wine.dot')\n", "!dot -Tpng tree-wine.dot > tree-wine.png\n", "Image('tree-wine.png')" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-01-22T14:42:36.626046Z", "start_time": "2025-01-22T14:42:31.749944Z" } }, "execution_count": 143 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Without SHAP" ] }, { "cell_type": "code", "execution_count": 144, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:42:36.931038Z", "start_time": "2025-01-22T14:42:36.672482Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but NearestNeighbors was fitted with feature names\n", "X does not have valid feature names, but NearestNeighbors was fitted with feature names\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n" ] }, { "data": { "text/plain": "['IF od280_od315_of_diluted_wines <2.2050000429153442 THEN class = 2 # 0.9285714285714286\\n']" }, "execution_count": 144, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#pick some instance from datasetr\n", "i2e = train[features].sample(1, random_state=42).values\n", "\n", "#train lux on neighbourhood equal 20 instances\n", "lux = LUX(predict_proba = clf.predict_proba, neighborhood_size=int(len(train)*fraction),max_depth=2, node_size_limit = 1, grow_confidence_threshold = 0 )\n", "lux.fit(train[features], train[target], instance_to_explain=i2e,oversampling=False, class_names=[0,1,2])\n", "\n", "#see the justification of the instance being classified for a given class\n", "lux.justify(np.array(i2e))" ] }, { "cell_type": "code", "execution_count": 145, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:42:36.985164Z", "start_time": "2025-01-22T14:42:36.934136Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy : 0.8222222222222222\n" ] } ], "source": [ "#calculate decision tree score over this dataset\n", "\n", "from sklearn.metrics import accuracy_score, f1_score, precision_score, recall_score\n", "from lux.pyuid3.data import Data\n", "data = Data.parse_dataframe(test[features+[target]])\n", " \n", "predictions = [int(x.get_name()) for x in lux.uid3.predict(data.instances)]\n", "print(f'Accuracy : {accuracy_score(predictions, test[target])}')\n" ] }, { "cell_type": "code", "execution_count": 146, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:42:37.015611Z", "start_time": "2025-01-22T14:42:36.986577Z" } }, "outputs": [], "source": [ "# #prind the uncertain local tree for the given instance\n", "# import graphviz\n", "# lux.uid3.tree.save_dot('tree.dot')\n", "# graphviz.Source.from_file('tree.dot')" ] }, { "cell_type": "code", "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,9))\n", "graph=sns.scatterplot(x='od280_od315_of_diluted_wines',y='malic_acid', data=train[['od280_od315_of_diluted_wines','malic_acid',target]],hue=target,s=100)\n", "plt.scatter(data=pd.DataFrame(i2e,columns=features),x='od280_od315_of_diluted_wines',y='malic_acid', marker='o',color='r', s=200)\n", "graph.axvline(2.21)\n", "graph.axhline(1.62)\n", "plt.title('Decision boundary created by LUX for particular instance without SHAP support')\n", "plt.savefig('noshap-wine-scatter.png', format='png',bbox_inches='tight')\n", "plt.show()" ], "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:42:37.906326Z", "start_time": "2025-01-22T14:42:37.017493Z" } }, "execution_count": 147 }, { "cell_type": "code", "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n" ] }, { "data": { "image/png": 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"text/plain": "" }, "execution_count": 148, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cf = lux.counterfactual(np.array(i2e), train[features], counterfactual_representative='medoid', topn=1)[0]\n", "lux.visualize(data=train,target_column_name='class',instance2explain=i2e,counterfactual=cf,filename='tree-wine.dot' )\n", "gvz=graphviz.Source.from_file('tree-wine.dot')\n", "!dot -Tpng tree-wine.dot > tree-wine.png\n", "Image('tree-wine.png')" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-01-22T14:42:41.436858Z", "start_time": "2025-01-22T14:42:37.908394Z" } }, "execution_count": 148 }, { "cell_type": "markdown", "source": [ "## With SHAP" ], "metadata": {} }, { "cell_type": "code", "outputs": [ { "data": { "text/plain": "", "text/html": "
" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import shap\n", "shap.initjs()\n", "\n", "explainer = shap.TreeExplainer(clf, train[features])\n", "shap_values = explainer.shap_values(train[features],check_additivity=False)" ], "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:42:42.489653Z", "start_time": "2025-01-22T14:42:41.438429Z" } }, "execution_count": 149 }, { "cell_type": "code", "execution_count": 150, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:42:43.291728Z", "start_time": "2025-01-22T14:42:42.492680Z" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "shap.summary_plot(shap_values, features=None, feature_names=features, max_display=None, show=False)\n", "plt.savefig('shap-wine.png', format='png',bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 151, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:43:06.891767Z", "start_time": "2025-01-22T14:42:43.301796Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but NearestNeighbors was fitted with feature names\n", "X does not have valid feature names, but NearestNeighbors was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n" ] }, { "data": { "text/plain": "['IF flavanoids <0.9892404973506927 AND color_intensity >=2.2684783935546875 THEN class = 2 # 1.0\\n']" }, "execution_count": 151, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#train lux on neighbourhood equal 20% instances\n", "lux = LUX(predict_proba = clf.predict_proba, classifier=clf, neighborhood_size=int(len(train)*fraction),max_depth=2, node_size_limit = 3, grow_confidence_threshold = 0 )\n", "lux.fit(train[features], train[target], X_importances = None, instance_to_explain=i2e,class_names=[0,1,2],discount_importance=False)\n", "\n", "#see the justification of the instance being classified for a given class\n", "lux.justify(np.array(i2e))" ] }, { "cell_type": "code", "execution_count": 152, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:43:06.937635Z", "start_time": "2025-01-22T14:43:06.892940Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy : 0.8888888888888888\n" ] } ], "source": [ "#calculate decision tree score over this dataset\n", "\n", "from sklearn.metrics import accuracy_score, f1_score, precision_score, recall_score\n", "from lux.pyuid3.data import Data\n", "data = Data.parse_dataframe(test[features+[target]])\n", " \n", "predictions = [int(x.get_name()) for x in lux.uid3.predict(data.instances)]\n", "print(f'Accuracy : {accuracy_score(predictions, test[target])}')\n" ] }, { "cell_type": "code", "execution_count": 153, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:43:06.970055Z", "start_time": "2025-01-22T14:43:06.939669Z" } }, "outputs": [], "source": [ "#prind the uncertain local tree for the given instance\n", "# import graphviz\n", "# lux.uid3.tree.save_dot('tree.dot')\n", "# graphviz.Source.from_file('tree.dot')" ] }, { "cell_type": "code", "outputs": [ { "data": { "image/png": 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", "text/plain": "" }, "execution_count": 154, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lux.uid3.tree.save_dot('tree-gv.dot',fmt='.2f')\n", "gvz=graphviz.Source.from_file('tree-gv.dot')\n", "!dot -Tpng tree-gv.dot > tree-gv.png\n", "Image('tree-gv.png')" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-01-22T14:43:07.913275Z", "start_time": "2025-01-22T14:43:06.972024Z" } }, "execution_count": 154 }, { "cell_type": "code", "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n" ] }, { "data": { "image/png": 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iRYtkWZ44caLaQVAh9evXHz58eGxsrNpBAAAA8Hjnzp07cOAAkwQ6NB8fn7Fjx3722WeKoqidBQAqhAI3AAemKMr8+fOnTJni5eWldhZUVExMzLfffnv8+HG1gwAAAOAx4uLiGjdu3L9/f7WDoEJeeeWVH3/88fDhw2oHAYAKocANwIHt3Lnz4sWLs2bNqubjWu+f2z7vTxN7tw6t4+Zi8AkKa9Nz4rur/3vPVuG90ub1lR7luUW5Vfu2VNazZ89WrVrFxcWpHaTMuB4AAECtYjQaly9fHhUVpdFUdUmhIHHb30eEu0vacRsfWle+PpgQQlhSvl30+tCOkQ383Nx8gyPaPxvz2X9umX5ZX3v6YO3atevQoYOD9MC5GAA8EgVuAA4sNjbWXhWt5uPu/n2Xga+stQ77184f72SlXzm0+JXQUx+Oa9/upY0plb5XodZdu7hXUv4aKyoqauXKlffu3VM7SNlwPQAAgFplxYoVRqNxypQpVXqUvCtb3h3assuftl+5ayx2g/L2ptI3vNj+6elL7vf9v53nUlIv/2fOWM2GV3q1G/X5jVKkcr4+WHR09Lp16+7evat2kJJwMQB4DAUAHNO1a9dkWV6zZk31H3r7NO+AmbssRZZYTr0dIYQI+9N/K7ZXalwfMWyZ+YE9L/6jrb7nvORKyV6jZWVleXl5ffTRR2oHKRuuBwAAUKu0b9/+hRdeqOKDmJePbzbyH3tumY/+NlgIeeyGh7YoXx9MufJBOyFEu79f+WVRenw/WYjQPyT89LpW9cGMRmOdOnXef/99tYOUgIsBwGMwghuAo5o3b15AQMDw4cOr+Di2rMv7l/zvtL7PvH3050XPLsy4G99PLrKR3KbzUwYhrly+/OgHtJRmL32zXmO7N/r1r2brN3PiEofPnlSvEt5MDefp6Tlx4sS5c+fabI+/m7Astr7SbtDsD748cr34ER8VxPUAAABqD/tDUyr18ZLF9LeF0I5cdGb9m32CtI/crXx9MHHjxg0hXCIjm/yyqE7z5gFC3Lx+/acuaK3qgxkMhilTpsybN89qtZa3jartbHMxAHgsCtwAHJLJZFq8ePHMmTN1Ol0VHcKc+t/Nn/1hTOfQwLDeL/19S1pos4ASts5NT88TotUTraSyHOOhvTz7/nnVG91+9as5e8OnX1gmxwyvJbe/vfzyy1evXt2zZ0+lthrcrP7VlX+e8HSjwCY9J7+zYOeFjHJ330uH6wEAADipuLi4Nm3adOnSpeJNldzfNhhcy9xiafpgzVu31gnT+XNXf1l07/z5FCG1av3ET92u2tYHi4mJuXHjxvbt28vbQJV3trkYADyG2kPIAaA8li1bptVqb968Wekt23KvHVzxj6iBrepohRCGBp3H/mHuljNpD96U9oDUJYNche/o1allOlZp9rr+SXdtq3fPlaldB/fMM88MGzas0pvNT/5u3b9+O6xdoIsQQh/YfsRvP17/XXJ+sdtuGCs/7uszcPbBRx+L6wEAADiltLQ0V1fX+Pj4ijRSxv72I2eleFjp+mCmU5/0ry/7dP/TprMpObnpl3Z98Fw9qU6Xdw/mPHofp++D9e3bd+DAgRVpoVo621wMAIpHgRuAQ+ratevzzz9fmS1a7v24Y/5bk55p5CEJofEK6/3SXxbvu5xlK82+d9Y9Hyg3mb41vUxHLM1etlN/DNf2jr1VpoYd3apVq2RZTkxMrJrmLek/bo/704SnQ92FELJPRP/pf/1i/+XsUp3p0uF6AAAATurDDz/09PTMysoqz87l7G+XuqZZhj5Y/vk1v+sd4mIvpcp1O85adLKkt1QL+mDr16+XJOnSpUsVbqlKO9tcDACKR4EbgOM5deqUEGLfvn2V1+T+3wS5CCF0dZ8YMvuD1Udv5pV+17R9r7X1bDh2eZLl8duWda+8rS/6eT6/LrssLTs+k8kUFBT05z//uWoPY8u5+p+lf53eP8JHFkK4tf7fU5XSLNcDAABwUjabLSws7JVXXinX3uXub5eupln6Ppjt2toZrT10jUZ+tPP8neyc1MsH4qe2MLiGj1184RGDyGtDH8xsNoeEhPzxj3+stBarpLPNxQCgeMzBDcDxzJ07NzIysmfPnpXYpv3RI7KLwdXV1dVV99h75n6Sm/D2gGEbWiw4uGJiw9LuU/q90pZ/+qXr5NnDPErdslPQ6XTTpk2bP39+QUFBFR5GknWurq6urnqdRvx8AVQU1wMAAHBeO3fuvHTp0syZM8u3ezn726VRlj7Y3WUvv7jgdN2oL758rX9EoId73abPzFy05s2Ii6ujXvrsSnF71Io+mFarnT59+qJFi/Lz8yunxarobJcGFwNQK1HgBuBgMjIyVq5cGRMTI0llen5fyXp+ev3O2e3xr/XSJ8x7dVi7oHotn4v+x4pD13JL6opZLsePHrI4+OM9X4xtUPoeeun3ujh/zq4mM2N6Pvpp4U4rKioqIyNj/fr1VdC2LfPi3kXvvti7WWDDzmP+tPx84NC3P993+e6p/2nzyzYbx2mlx6j38qEHGuZ6AAAATi0uLq5nz56tWrUq197l6m+XRtn6YLbDO3bnCH33vt1cflmoadmnVz1hOrx9X9bDe9SaPtjMmTMzMzPXrVtXsWaqrLNdGlwMQK2l9hByACibjz/+2MPDIyMjo4rat+Ve+2b5+7Oea1lHK4Tk3qjbhLfmbTub/vAtaimbX2oW0PujM788OOXkH5sGv3G05OZLv5d5/+wQXY85t8v9ThzcyJEjn3766UpssODOiQ2fvDHqqSC9EMIl8Mnhv/loXcIjnntTDlwPAADAmV2/fl2W5dWrV1e8qVL3t+1KnpWirH2wgqVDhRCuL2yy/mrxoVfrCSG6fvRQX6t29cFGjRrVtWvX8u1bxZ1tOy4GAMVjBDcAR6Ioyrx58yZNmuTt7V1Fh5DcQrtP/NO8bT8k3zq58ZPoDqYDH0UNbFk/+MlJXxS5S82Y8JfBM85O/HrTa630pW+7LHtlffXp0owRsyfXL8+bcAYxMTGHDx8+ceJEZTR26pNBLeoFPzni1fgTht6/i99+7s6t4xs+eW3UU/XKcPpKwPUAAACcXHx8vL+///DhwyveVOn626VRjj6YS8dO7YTIP7j3sOmXhcqP+/5zR4jQzp0f7GvVsj5YdHT0kSNHyt4Dr+rOdmlwMQC1m9oVdgAog927dwsh/vvf/1bjMa2Zl/YuevfF3t3/fOSnJbarSwb7F/87tcgAgcR/PaURQjR563hZ9vrZtY+flutH/edRA1lqh5YtW86aNasyWvp6dtuf74GtfFwPAADAydmfAf7OO+9UTfMP97eLetSg3fL1wRTl/p7oMJ3QNRn9ye4Ld3Ny0q4eXDitlZvQBI9Z99DQ3FrYBytXD7xKO9tFcTEAKB4juAE4ktjY2O7du7du3boaj6nxatb7pb8s3vvNe11+WlJwYN3XqaXcW9LpdGXfSzk5d+7h5jNietTu2d1mzJixbNmy+/fvV7ilQZ+d3Bb75oSnQ93g2FoFAAAgAElEQVQqIdaDuB4AAICTW79+/d27d6dNm1Y1zT/c3xZCCPH1VFdJkqQun9wSwrp6hCRJkvTswoyfV5evDyaET5+5x75d/GqH5LjJT4X6eAe1HvWPM01fmnPg+MpRDwzNrZV9sBkzZqxYsSIzM7MsO1VpZ1sIwcUA4DEkRam+h9kCQEXcvn27UaNGX3zxxfjx49XOguqQmZkZHBz8/vvv/+Y3v1E7CwAAQO3Vo0ePOnXqbNiwQe0gqHIZGRkhISEffPDB7Nmz1c4CAKXFCG4ADiMuLs7Hx2fkyJFqB0E18fb2njhxYlxcHH+LBQAAUMu5c+cOHjwYHR2tdhBUBx8fn3Hjxs2dO5ceOAAHQoEbgGMwm82LFy+eNWuWXl99TyqB6mJiYs6fP79v3z61gwAAANRSc+fObdKkSd++fdUOgmry8ssv2/+qoXYQACgtCtwAHIN94r/p06erHQTVqk2bNl27do2Li1M7CAAAQG2Uk5OzfPny6OhojYbqQW3Rtm3bjh070gMH4ED4igLgGGJjY4cOHdqwYUO1g6C6xcTEbNq06ebNm2oHAQAAqHVWrFiRn58/efJktYOgWkVHR69fv/727dtqBwGAUqHADcAB/Pjjj4cOHWLiv9pp9OjRfn5+CxYsUDsIAABArTN//vxx48b5+/urHQTVauzYsV5eXkuWLFE7CACUCgVuAA5gzpw5TZs27dOnj9pBimU8v/r3g9o2rmuQJUmSpOZ/+aF87RQkbvv7iHB3STtuY6n3yTq15LeD2oX4GFw967XsO2PO4TTnexaMi4vLtGnT5s+fbzKZ1M5SFOcdAAA4uSNHjpw4caJGjjKhJ1a1DAbD1KlT4+PjrVar2lkKcdIBPBIFbgA1XXZ29sqVK2fPnl0zJ/7LP/z2wPH/vtt/0cnU3KzLqyaElKeRvCtb3h3assuftl+5ayz9XrnH/qdH1xlbPGdtOJd+P3H3W02O/r5nl9m70suToGabNWtWamrqhg0b1A7yC847AABwenFxcW3btu3UqZPaQR5ET6waREdH37p1a+vWrWoH+QknHUBJFACo2ebMmWMwGNLT09UOUryDvw0WovO/b1akDfPy8c1G/mPPLfPR3wYLIY/dUJqdrKffbqkR9afvMf68xHLyjxFCNIg+kF+RMDXU0KFDe/TooXaKX3DeAQCAc0tNTXV1dV2wYIHaQYpBT6x69O/f/9lnn1U7xU846QBKUBOHQwJAUfHx8RMnTqxTp47aQYplu3HjthB+fn4VaUQ7ctGZ9W/2CdKWYR/rN/Hzz9qCnn+hj+HnRXLbF8a3EjeWxn1dhvEIjiImJubAgQNnzpxRO4gd5x0AADi5RYsW6fX68ePHqx3kYfTEqkl0dPTOnTsvXbqkdhDBSQdQMgrcAGq0/fv3//DDD1FRUWoHeRSb1VoJ068ZDK5l3eXsvn0pQrTv0L7owhYdOriJ3L17v614pJqmf//+4eHh8+bNUzuIHecdAAA4M0VRFi5cOHXqVHd3d7WzPIyeWDUZMmRIaGhozXjYOycdQEkocAOo0WJjY7t06dK+ffvHb1ocJf37ha+P7NTU313v6hMS0b7vC//z+TfX8x5a6+Li5hva9rlZ/95/66enqGycpJXsBi9N2vv3sR1DfQxufg3bDP79xis/P+pw4yStpHthkxBi6wsGSZIkqfP/uymEEBvH/bzzI9V7+VCFfjC28+cvCeEbEvKr/3JIwcH1hUi9eDGjQo3XRJIkzZo1a+nSpVlZWY/dmPMOAABQEdu3b798+fKMGTPKsS89Machy/K0adMWL16cn59f8pacdAAqU3uOFAB4pNu3b+t0umXLlpVz/+SNLzTWaer1/duWM7eyjNl3ftj6twEBQjz98Y3CtVJg779uOXMrM/vuhb0fj2yslQIGL7ho+Wl/87JhQoimbYdNXXjkekZOxtXdf+5kELqn/u/SL8ewbzNoWV7F3upPSj8ZXGZ8PyFEyO++/fXiS/9oI4R48v2rlRKnhrl//76bm9vcuXMfsx3nHQAAoGIGDx7cu3fv8uxJT8y5JCcn63S6pUuXlrgRJx2AyhjBDaDmio+P9/b2fv7558u1d97WP81Ylug66pO1bw9uFeRp8AhsOfDtL99/Vld07ch/r3tncKsgL4+A8N6vrlw8rX7K1795eendou3cazN97rQuDbzdvRv3fee1QXrzd9v3pFX8zVUNRVGEEJIkqR2kKvj4+IwbN+6zzz6zv8tH4LwDAABUyPXr17dv3x4dHV32XemJOZt69eoNHz48Li7u0Ztw0gGojwI3gBrKYrEsXLhw+vTprq5lnihNCCHE4Q0bUoXo8txzPkUW+k7bbjr0akjh2kGDfH9Zqe85sI+byNuzYWd2kV1aPvWUW+EWDRoECHH79u1yJapMHj4+WiFyc3N/vdi+wMfHp9idHN8rr7xy7ty5b7755tGbcN4BAAAqZN68eQEBAcOGDSv7rvTEnFB0dPTRo0dPnDjxiPWcdADqo8ANoIbasGFDcnLyzJkzy7l/wd27mUK4BgR4lmFtYGCAELY7d1KLLPP29v7lhYuLixA2m63kY1fDZHCa5s3DhLh/8+avulrKrVvJQviHhztrT6tt27adOnWKjY195BacdwAAgAowmUyLFy+eMWOGTqcr8870xJxRr169WrZsGR8fX/xqTjqAGoACN4AaKi4ubtCgQY0bNy7n/vrAQG8h8lNSssuw9u7dFCE09er5l/OgPxm+ylLi7FCKotz5rFvFjtGyV68AIU4c/9VIinPHjxuFW58+nSvWdo0WExPz1Vdf3bp1q/jVnHcAAIAKWL9+fXp6evkeL0lPzFnNnDlz+fLl9+/fL2YdJx1ADUCBG0BNdO7cuf/85z8xMTEVaOPpESP8hTi6bVvRR1tf/ns7TaPXDtt+Xrt1a5FeWsH+rXuNwtB3xIBihx/ULHKPWTNbaG6tW76/8JHm1tPLV50RDaZEDXIraU8HN3bs2Dp16ixatOgR6znvAAAA5RcXFzdkyJCQkJBy7U1PzDlNmTJFkqTly5cXt5KTDkB9FLgB1ESxsbFNmjTp379/BdowDPrHghca53312ui/bz2bnJ2XdfP7FTFj308e/PfXntYUrn31+fe+PpucnZN6cf+/J0xbnBww+JPPJgdW2hupNEkfdZQlSWr658KhA5rWby56q+29RdNfnP/9HWN++g9fzp700aWmUQv+1qN8k5Y7CL1eP3Xq1Hnz5pnN5uLWc94BAADK6ccffzx06FC5Hi9pR0/MOXl7e0+YMCEuLq64h71z0gHUAI+7nQMAqlt2dra3t/c///nPijdlS0uY/+rwpxr7GXR6r/phXce9u/Gisbi1WlfvkDYDZn6098ZPd7kdfSO4yK/KiD+fVJS1o4r+9hy0JG/DRPlXv1CD3zha3qBbpugf+v08YMH9XzZI/NdTGiGkiHdP/2q/jBOLXnmuTZCXXu8RENl72ieHUmzljeBAkpKSZFlet27dozbgvAMAAJRDTExM06ZNrVZrRRqhJ+aUTp06JYTYv39/sWs56QDUJSnF/P0NANQ0b968119//caNG35+fmpnQQ01ePDgvLy8vXv3qh0EAADASeTk5AQHB7/77ruvv/662llQE3Xp0iU0NHT16tVqBwGABzFFCYAaJy4ubty4cVS3UYKYmJh9+/adPXtW7SAAAABOYtmyZWazeerUqWoHQQ0VHR29YcOG27dvqx0EAB5EgRtAzXLw4MHTp09XYOI/1ArPPfdcWFhYfHy82kEAAACcxIIFC8aNG1enTh21g6CGGjt2rI+Pz+LFi9UOAgAPosANoGaJjY3t2LHjU089pXYQ1GiSJE2fPv3zzz/Pzs5WOwsAAIDDO3To0MmTJxllghLo9fopU6bMnz/fYrGonQUAfoUCN4AaJDU1dcOGDXSsURrTpk0zm80rV65UOwgAAIDDi4uLa9euHaNMULKoqKhbt25t3bpV7SAA8CsUuAHUIPHx8W5ubmPGjFE7CByAn5/f2LFj58yZo3YQAAAAx5aWlvbVV1+9/PLLagdBTde0adN+/frFxcWpHQQAfoUCN4Cawmq1Lly4cPr06W5ubmpngWOIiYk5e/bsoUOH1A4CAADgwBYuXOjq6jp27Fi1g8ABREdH79q16+LFi2oHAYBfUOAGUFNs3rz5+vXrM2bMUDsIHEbHjh07dOgQGxurdhAAAABHZbPZ5s+fP3XqVHd3d7WzwAEMHjw4NDR0wYIFagcBgF9Q4AZQU8TGxj777LNhYWFqB4EjiY6OXr9+/d27d9UOAgAA4JC2bduWlJQUFRWldhA4BlmWp0+fvmjRIqPRqHYWAPgJBW4ANcLly5f37t0bExOjdhA4mPHjx3t6ei5cuFDtIAAAAA4pLi6ud+/eERERageBw5g+fXpubu7atWvVDgIAP6HADaBG+Oyzz0JDQ5977jm1g8DBGAyGqVOnxsfHWywWtbMAAAA4mGvXru3cuTM6OlrtIHAk9erVGzFiBI+aBFBzUOAGoD6j0bh06dLo6GhZltXOAscTHR1969atr7/+Wu0gAAAADiYuLi4gIGDo0KFqB4GDiY6OPnbs2PHjx9UOAgBCUOAGUBOsWLHCaDS++OKLageBQ2ratGm/fv141CQAAECZmEymJUuWzJw5U6fTqZ0FDqZHjx6tWrWaN2+e2kEAQAgK3ACqX05OzhtvvHHp0qXCJfHx8WPGjAkICFAxFRxaTEzMnj17Lly4YH+ZnZ0dGxu7c+dOdVMBAADUKAsWLFi3bp3ZbLa/XLt27b1792bMmKFuKjioWbNmrVix4v79+/aXqampH3zwwcmTJ9VNBaB2osANoLrdv3//o48+ioiI6Nu37+bNmw8dOnT8+HEeL4mKGDx4cKNGjeLj48+ePTt79uzAwMDZs2efPXtW7VwAAAA1yP79+0ePHh0cHPzuu+/eunUrLi5u2LBhwcHBaueCQ5oyZYpWq126dOnhw4cnTJgQHBz85ptvXrt2Te1cAGojrdoBANQ6WVlZQghFUQ4cOLB3715PT8+goKAmTZqonQsOzGq1du7cecGCBR9//LGLi4vJZHJxcbFfaQAAALCzD7ZNTU19//3333vvPa1W+9e//lVRFEmS1I4Gh9S2bdv/+Z//ycrKcnFxMZvNsizTAwegCkZwA6humZmZ9n9YLBYhRHZ2dkpKSnBw8PPPP79nzx5Vo8HxJCcnf/DBBw0aNFi1alVeXp4QwmQy2VfRvQYAACiqcDYJi8Vis9lsNtubb77ZqFGjDz74IC0tTd1scCAXLlx48803g4KCDh8+nJ2dLX7ugVPgBqAWCtwAqlthgbuQxWKxWCybN2/u169fu3bt0tPTVQkGh/Pqq682aNDgnXfeuXv3rqIoVqu1cJXNZnv4SgMAAKjNHugd2YebXL9+/e233w4JCYmLi1MpFxyG1WodOnRo8+bNP/roo5ycHJvNpihK4VpJkihwA1AFBW4A1S0rK6vYuyDtj7uZMmWKn59ftYeCQ5o+fbqbm5vNZnt4lcViycjIqP5IAAAANZZ9sO3DJElq2LDh+PHjqzkPHI4sy2+88YZOp7P/deRhFLgBqIICN4DqlpmZKcvyw8s1Gs3vf//7V199tfojwUG1atVq165dWq222D+ZFN6ECwAAAPGIArdWq/Xx8dm9e7ePj0/1R4LD6dGjx4oVK4pdZbPZHvVHFACoUhS4AVS3YgvcWq129OjR//d//6dKJDiuzp07r1mzptgC971796o/DwAAQI1lNBofWKLRaFxcXHbv3h0aGqpKJDii0aNHz5079+HlVquVAjcAVVDgBlDdHr5tTavVdunS5YsvvtBo+KWEMhs6dGhsbOzDy7lBEgAAoFB+fv4D00pIkqTRaDZt2tSmTRu1UsFBRUdHv/HGGw/8981mszFJIABVUEsCUN0yMzOLTpqs0+nCw8O3bNmi1+tVTAWHNmvWrLfeeuuBHjYFbgAAgELFdo2WLFnSt2/f6g8DJ/DPf/5z/PjxWq226EImCQSgCgrcAKpb0QK3VqsNDAzcu3evt7e3uqng6N57770pU6YUnf0mJydHxTwAAAA1ygMFbkmS/vWvf02aNEmtPHB0kiQtWbKke/fuOp2ucCEjuAGoggI3gOp2//59q9UqhJBl2cPDY8+ePfXq1VM7FByeJEkLFix47rnnCkeRFBQUmM1mdVMBAADUEEUL3BqN5vXXX3/ttddUzAMnoNPpNm7cGB4eXljj5h5KAKqgwA2gutlvW5MkSavVbtu2LSIiQu1EcBKyLK9evbpdu3b0sAEAAB5Q2C/SarWjRo368MMP1c0D5+Dl5bVr1y5/f3/7KBMeMglAFRS4AVQ3+21rkiR99dVXXbp0UTsOnIqbm9vWrVuDgoLs83FnZmaqnQgAAKBGsFcetVpt165dly9fztPdUVmCgoJ2795tMBgkScrNzVU7DoDaiK80ANUtMzNTkqSFCxcOHDhQ7SxwQv7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"text/plain": "" }, "execution_count": 155, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import graphviz\n", "from IPython.display import SVG, Image\n", "cf = lux.counterfactual(np.array(i2e), train[features], counterfactual_representative='medoid', topn=1)[0]\n", "cfdf = pd.DataFrame(cf['counterfactual']).T\n", "cfdf[target] = clf.predict(cfdf.values.reshape(1,-1))[0]\n", "i2edf = pd.DataFrame(i2e, columns=features)\n", "i2edf[target] =clf.predict(i2edf.values.reshape(1,-1))[0]\n", "lux.uid3.tree.save_dot('tree-wine-shap.dot',fmt='.2f',visual=True, background_data=train, instance2explain=i2edf,counterfactual=cfdf)\n", "gvz=graphviz.Source.from_file('tree-wine-shap.dot')\n", "!dot -Tpng tree-wine-shap.dot > tree-wine-shap.png\n", "Image('tree-wine-shap.png')" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-01-22T14:43:12.715795Z", "start_time": "2025-01-22T14:43:07.916688Z" } }, "execution_count": 155 }, { "cell_type": "code", "outputs": [ { "data": { "text/plain": "{'rule': {'flavanoids': ['<0.9892404973506927'],\n 'color_intensity': ['<2.2684783935546875']},\n 'prediction': '1',\n 'confidence': 0.75,\n 'covered': alcohol malic_acid ash alcalinity_of_ash magnesium total_phenols \\\n 59 12.37 0.94 1.36 10.6 88.0 1.98 \n \n flavanoids nonflavanoid_phenols proanthocyanins color_intensity hue \\\n 59 0.57 0.28 0.42 1.95 1.05 \n \n od280_od315_of_diluted_wines proline \n 59 1.82 520.0 ,\n 'counterfactual': alcohol 12.37\n malic_acid 0.94\n ash 1.36\n alcalinity_of_ash 10.60\n magnesium 88.00\n total_phenols 1.98\n flavanoids 0.57\n nonflavanoid_phenols 0.28\n proanthocyanins 0.42\n color_intensity 1.95\n hue 1.05\n od280_od315_of_diluted_wines 1.82\n proline 520.00\n Name: 59, dtype: float64,\n 'distance': array([[54.54268879]])}" }, "execution_count": 156, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cf" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-01-22T14:43:12.780730Z", "start_time": "2025-01-22T14:43:12.718373Z" } }, "execution_count": 156 }, { "cell_type": "code", "execution_count": 158, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:47:20.615354Z", "start_time": "2025-01-22T14:47:19.840232Z" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,9))\n", "graph=sns.scatterplot(x='flavanoids',y='color_intensity', data=train[['flavanoids','color_intensity',target]],hue=target,s=100)\n", "graph.axvline(0.99)\n", "graph.axhline(2.27)\n", "plt.scatter(data=pd.DataFrame(i2e,columns=features),x='flavanoids',y='color_intensity', marker='o', color='r',s=200)\n", "plt.title('Decision boundary created by LUX for particular instance SHAP support')\n", "plt.savefig('shap-wine-scatter.png', format='png',bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Breast cancer" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:30:29.719395Z", "start_time": "2025-01-22T14:30:29.687974Z" } }, "outputs": [], "source": [ "from lux.lux import LUX\n", "from sklearn import datasets\n", "from sklearn.model_selection import train_test_split\n", "from sklearn import svm\n", "import numpy as np\n", "import pandas as pd\n", "# import some data to play with\n", "cancer = datasets.load_breast_cancer()" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:30:30.013828Z", "start_time": "2025-01-22T14:30:29.720770Z" } }, "outputs": [ { "data": { "text/plain": "0.965034965034965" }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "features = [f.replace(\" \",\"_\") for f in cancer['feature_names']]\n", "target = 'calss'\n", "rs=42\n", "\n", "#create daatframe with columns names as strings (LUX accepts only DataFrames withj string columns names)\n", "df_cancer = pd.DataFrame(cancer.data,columns=features)\n", "df_cancer[target] = cancer.target\n", "\n", "#train classifier\n", "train, test = train_test_split(df_cancer, random_state=rs)\n", "clf = RandomForestClassifier(random_state=42)#svm.SVC(probability=True, random_state=rs)\n", "clf.fit(train[features],train[target])\n", "clf.score(test[features],test[target])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Without predictor uncertinaty" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:30:30.753256Z", "start_time": "2025-01-22T14:30:30.015247Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but NearestNeighbors was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n" ] }, { "data": { "text/plain": "['IF worst_concave_points <0.1423499956727028 AND worst_radius <16.755000114440918 THEN class = 1 # 0.9117647058823529\\n']" }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#pick some instance from datasetr\n", "i2e = train[features].sample(1, random_state=42).values\n", "\n", "#train lux on neighbourhood equal 30% instances\n", "lux = LUX(predict_proba = lambda x: np.round(clf.predict_proba(x)), neighborhood_size=int(len(train)*fraction),max_depth=2, node_size_limit = 1, grow_confidence_threshold = 0 )\n", "lux.fit(train[features], train[target], instance_to_explain=i2e,class_names=[0,1])\n", "\n", "#see the justification of the instance being classified for a given class\n", "lux.justify(np.array(i2e))" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:30:30.884746Z", "start_time": "2025-01-22T14:30:30.756195Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy : 0.916083916083916\n" ] } ], "source": [ "#calculate decision tree score over this dataset\n", "\n", "from sklearn.metrics import accuracy_score, f1_score, precision_score, recall_score\n", "from lux.pyuid3.data import Data\n", "data = Data.parse_dataframe(test[features+[target]])\n", " \n", "predictions = [int(x.get_name()) for x in lux.uid3.predict(data.instances)]\n", "print(f'Accuracy : {accuracy_score(predictions, test[target])}')\n" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:30:30.918837Z", "start_time": "2025-01-22T14:30:30.886959Z" } }, "outputs": [], "source": [ "# #prind the uncertain local tree for the given instance\n", "# import graphviz\n", "# lux.uid3.tree.save_dot('tree.dot')\n", "# graphviz.Source.from_file('tree.dot')" ] }, { "cell_type": "code", "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n" ] }, { "data": { "image/png": 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"text/plain": "" }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import graphviz\n", "from graphviz import Source\n", "from IPython.display import SVG, Image\n", "i2edf = pd.DataFrame(i2e, columns=features)\n", "i2edf[target] =clf.predict(i2edf.values.reshape(1,-1))[0]\n", "lux.uid3.tree.save_dot('tree-breast.dot',fmt='.2f',visual=True, background_data=train, instance2explain=i2edf)\n", "gvz=graphviz.Source.from_file('tree-breast.dot')\n", "!dot -Tpng tree-breast.dot > tree-breast.png\n", "Image('tree-breast.png')" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-01-22T14:30:35.387141Z", "start_time": "2025-01-22T14:30:30.920418Z" } }, "execution_count": 64 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Without SHAP" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:30:36.191209Z", "start_time": "2025-01-22T14:30:35.390425Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but NearestNeighbors was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n" ] }, { "data": { "text/plain": "['IF worst_concave_points <0.1423499956727028 AND worst_radius <16.755000114440918 THEN class = 1 # 0.9041095890410957\\n']" }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#pick some instance from datasetr\n", "i2e = train[features].sample(1, random_state=42).values\n", "\n", "#train lux on neighbourhood equal 20% instances\n", "lux = LUX(predict_proba = clf.predict_proba, neighborhood_size=int(len(train)*fraction),max_depth=2, node_size_limit = 1, grow_confidence_threshold = 0 )\n", "lux.fit(train[features], train[target], instance_to_explain=i2e,class_names=[0,1])\n", "\n", "#see the justification of the instance being classified for a given class\n", "lux.justify(np.array(i2e))" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:30:36.304764Z", "start_time": "2025-01-22T14:30:36.196297Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy : 0.916083916083916\n" ] } ], "source": [ "#calculate decision tree score over this dataset\n", "\n", "from sklearn.metrics import accuracy_score, f1_score, precision_score, recall_score\n", "from lux.pyuid3.data import Data\n", "data = Data.parse_dataframe(test[features+[target]])\n", " \n", "predictions = [int(x.get_name()) for x in lux.uid3.predict(data.instances)]\n", "print(f'Accuracy : {accuracy_score(predictions, test[target])}')\n" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:30:36.329875Z", "start_time": "2025-01-22T14:30:36.306089Z" } }, "outputs": [], "source": [ "# #prind the uncertain local tree for the given instance\n", "# import graphviz\n", "# lux.uid3.tree.save_dot('tree.dot')\n", "# graphviz.Source.from_file('tree.dot')" ] }, { "cell_type": "code", "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n" ] }, { "data": { "image/png": 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"text/plain": "" }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import graphviz\n", "from graphviz import Source\n", "from IPython.display import SVG, Image\n", "i2edf = pd.DataFrame(i2e, columns=features)\n", "i2edf[target] =clf.predict(i2edf.values.reshape(1,-1))[0]\n", "lux.uid3.tree.save_dot('tree-breast.dot',fmt='.2f',visual=True, background_data=train, instance2explain=i2edf)\n", "gvz=graphviz.Source.from_file('tree-breast.dot')\n", "!dot -Tpng tree-breast.dot > tree-breast.png\n", "Image('tree-breast.png')" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-01-22T14:30:40.102723Z", "start_time": "2025-01-22T14:30:36.331451Z" } }, "execution_count": 68 }, { "cell_type": "code", "execution_count": 69, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:30:40.687338Z", "start_time": "2025-01-22T14:30:40.105273Z" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,9))\n", "graph=sns.scatterplot(x='worst_concave_points',y='worst_radius', data=train[['worst_concave_points','worst_radius',target]],hue=target,s=100)\n", "graph.axvline(0.14)\n", "graph.axhline(16.76)\n", "plt.scatter(data=pd.DataFrame(i2e,columns=features),x='worst_concave_points',y='worst_radius', marker='o',color='r', s=200)\n", "plt.title('Decision boundary created by LUX for particular instance without SHAP support')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## With SHAP\n", "You will see that the result is almost the same, but now the explainer uses the same set of features as blackbox model, minimizing the Rashomon effect" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:30:40.857192Z", "start_time": "2025-01-22T14:30:40.689040Z" } }, "outputs": [ { "data": { "text/plain": "", "text/html": "
" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import shap\n", "shap.initjs()\n", "# this takes a minute or two since we are explaining over 30 thousand samples in a model with over a thousand trees\n", "\n", "\n", "explainer = shap.Explainer(clf)\n", "shap_values = explainer.shap_values(train[features],check_additivity=True)" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:30:41.267209Z", "start_time": "2025-01-22T14:30:40.858842Z" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shap.summary_plot(shap_values,train[features])#, features=None, feature_names=features, max_display=None)" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:31:35.393792Z", "start_time": "2025-01-22T14:30:41.268353Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but NearestNeighbors was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature 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RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n" ] }, { "data": { "text/plain": "['IF worst_concave_points <0.1423499956727028 THEN class = 1 # 0.9351851851851853\\n']" }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#train lux on neighbourhood equal 20% instances\n", "lux = LUX(predict_proba = clf.predict_proba, classifier=clf, neighborhood_size=int(len(train)*fraction),max_depth=2, node_size_limit = 3, grow_confidence_threshold = 0 )\n", "lux.fit(train[features], train[target], X_importances = None, instance_to_explain=i2e,class_names=[0,1],discount_importance=False)\n", "\n", "#see the justification of the instance being classified for a given class\n", "lux.justify(np.array(i2e))" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:31:35.557300Z", "start_time": "2025-01-22T14:31:35.395016Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy : 0.9230769230769231\n" ] } ], "source": [ "from sklearn.metrics import accuracy_score, f1_score, precision_score, recall_score\n", "from lux.pyuid3.data import Data\n", "data = Data.parse_dataframe(test[features+[target]])\n", " \n", "predictions = [int(x.get_name()) for x in lux.uid3.predict(data.instances)]\n", "print(f'Accuracy : {accuracy_score(predictions, test[target])}')\n" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:31:35.591030Z", "start_time": "2025-01-22T14:31:35.562132Z" } }, "outputs": [], "source": [ "# #prind the uncertain local tree for the given instance\n", "# import graphviz\n", "# lux.uid3.tree.save_dot('tree.dot')\n", "# graphviz.Source.from_file('tree.dot')" ] }, { "cell_type": "code", "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n" ] }, { "data": { "image/png": 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"text/plain": "" }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import graphviz\n", "from graphviz import Source\n", "from IPython.display import SVG, Image\n", "i2edf = pd.DataFrame(i2e, columns=features)\n", "i2edf[target] =clf.predict(i2edf.values.reshape(1,-1))[0]\n", "lux.uid3.tree.save_dot('tree-breast-shap.dot',fmt='.2f',visual=True, background_data=train, instance2explain=i2edf)\n", "gvz=graphviz.Source.from_file('tree-breast-shap.dot')\n", "!dot -Tpng tree-breast-shap.dot > tree-breast-shap.png\n", "Image('tree-breast-shap.png')" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-01-22T14:31:38.709291Z", "start_time": "2025-01-22T14:31:35.594257Z" } }, "execution_count": 75 }, { "cell_type": "code", "execution_count": 76, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:31:39.130668Z", "start_time": "2025-01-22T14:31:38.711247Z" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,9))\n", "graph=sns.scatterplot(x='worst_concave_points',y='worst_area', data=train[['worst_concave_points','worst_area',target]],hue=target,s=100)\n", "graph.axvline(0.14)\n", "graph.axhline(839.7)\n", "plt.scatter(data=pd.DataFrame(i2e,columns=features),x='worst_concave_points',y='worst_area', marker='o',color='r', s=200)\n", "plt.title('Decision boundary created by LUX for particular instance with SHAP support')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:31:39.134501Z", "start_time": "2025-01-22T14:31:39.132118Z" } }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.1" } }, "nbformat": 4, "nbformat_minor": 4 }